{ "datasetVersion": "1.350.0", "name": "Quoted First ChatGPT web-search visibility observations", "description": "Dated observations of whether quotedfirst.com was retrieved by the OpenAI web-search tool for category, brand, domain, URL, title, and entity-association queries.", "generatedAt": "2026-08-18T07:29:32Z", "publisher": { "name": "Quoted First, Inc.", "url": "https://quotedfirst.com/" }, "target": { "brand": "Quoted First", "canonicalDomain": "quotedfirst.com", "canonicalUrl": "https://quotedfirst.com/best-llm-search-optimizer", "category": "managed LLM search optimization service" }, "method": { "surface": "OpenAI web-search tool available in the ChatGPT research environment", "browserSearchUsed": false, "acceptanceCriterion": "The canonical Quoted First URL appears in the returned search-result set for the exact natural-language category query.", "crawlerVerification": "Production request metrics were filtered to bot_verified=pass so manual user-agent requests were not counted as verified crawlers.", "deploymentAttribution": "Post-deploy request windows were grouped by deployment_id. Requests falling inside a new deployment's wall-clock window were attributed to the deployment ID that actually served them, not automatically to the newest deployment.", "resultSetComparison": "Ordered canonical commercial-result URLs were newline-delimited and hashed with SHA-256 so later exact-query checks can distinguish a retrieval refresh from an unchanged visible leader set." }, "officialOpenAiTimingContext": { "source": "https://developers.openai.com/api/docs/bots", "sourceCheckedAt": "2026-08-16T17:57:00Z", "documentedAdjustmentWindow": "OpenAI says search systems can take approximately 24 hours to adjust after a site's robots.txt update.", "firstSuccessfulOaiSearchBotRobotsFetchBucket": "2026-08-16T04:30:00Z", "metricGranularity": "30-minute bucket", "interpretation": "The latest acceptance check was performed about fifty hours after the first verified successful OAI-SearchBot robots response, beyond the approximate documented adjustment window. The check remained negative; the timing guidance is not a promise of crawling, indexing, ranking or later inclusion." }, "officialOpenAiQueryRewriteContext": { "source": "https://help.openai.com/en/articles/9237897-chatgpt-search", "sourceCheckedAt": "2026-08-16T16:12:04Z", "documentedBehavior": "OpenAI says ChatGPT Search may rewrite one prompt into one or more targeted queries sent to third-party search providers and may issue additional, more specific queries after reviewing initial results.", "interpretation": "One natural-language acceptance prompt can fan out across narrower category, commercial, feature, reputation, pricing or alternatives intents. This describes documented retrieval behavior, not a disclosed ranking formula." }, "officialOpenAiLiveAccessContext": { "source": "https://developers.openai.com/api/docs/guides/tools-web-search", "sourceCheckedAt": "2026-08-17T21:05:00Z", "documentedBehavior": "OpenAI's Responses API web-search documentation says external web access defaults to true, while cache-only operation is available by setting external_web_access to false. It separately says domain filtering limits results to allowed domains.", "interpretation": "Live-access capability is not documentation that every arbitrary or newly deployed URL is fetched for every search. In this experiment, domain-restricted calls returned empty sets and direct opens stopped before a production request, while established admitted results were retrievable.", "limitation": "The documentation describes the Responses API web_search tool. It does not disclose every implementation detail of the ChatGPT research surface used for these observations or guarantee discovery, crawl timing, indexing, ranking or citation." }, "officialOpenAiPublisherContext": { "source": "https://help.openai.com/en/articles/12627856-publishers-and-developers-faq", "sourceCheckedAt": "2026-08-17T21:25:56Z", "documentedBehavior": "OpenAI's publisher FAQ says any public website can appear in ChatGPT search and advises publishers not to block OAI-SearchBot. It also describes URL discovery through crawling and third-party search providers.", "observedControl": "Quoted First allowed OAI-SearchBot and served public indexable content throughout revisions 851 and 852. A domain-filtered query on an already admitted Vercel subdomain returned multiple eligible pages, while equivalent filters on quotedfirst.com and quotedfirst.vercel.app returned empty sets.", "interpretation": "The filter mechanism was functioning, but Quoted First had not entered its eligible result corpus in this environment. Public accessibility and crawler permission are prerequisites, not a manual-submission path or a guarantee of discovery, indexing, ranking or citation." }, "observations": [ { "id": "category-2026-08-16-0708", "observedAt": "2026-08-16T07:08:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "otherIntentObserved": "The result set also contained academic pages about algorithms that use or train large language models as optimizers." }, { "id": "category-2026-08-16-0738", "observedAt": "2026-08-16T07:38:45Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "crawlAgePattern": "The visible category leaders were labeled as crawled about two weeks to one month earlier; quotedfirst.com was still less than one day old.", "otherIntentObserved": "The result set again contained academic pages about algorithms that use or train large language models as optimizers." }, { "id": "category-2026-08-16-0747", "observedAt": "2026-08-16T07:47:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "deploymentTested": "dpl_EnpUm5Ms37J6etV3RhJJfZ5jn7Ja", "targetTitleTested": "Best LLM Search Optimizers: 10 Compared (2026) | Quoted First", "otherIntentObserved": "The result set continued to mix AI-visibility comparisons with academic pages about model and algorithm optimization." }, { "id": "category-2026-08-16-0804", "observedAt": "2026-08-16T08:04:30Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "deploymentTested": "dpl_E2RrPXmCxpjqXh1XS2YKigDkpmXr", "homepageTitleTested": "Quoted First: Managed LLM Search Optimizer", "targetTitleTested": "Best LLM Search Optimizers: 10 Compared (2026) | Quoted First", "otherIntentObserved": "The returned set remained materially stable and still mixed AI-visibility comparisons with mathematical-optimizer results." }, { "id": "category-2026-08-16-0814", "observedAt": "2026-08-16T08:14:20Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://ziptie.dev/blog/best-llmo-tools/", "https://alicelabs.ai/en/insights/best-llmo-tools-2026" ], "deploymentTested": "dpl_3zDHghsYjc7WDxAcuG2xqUJwjxFh", "targetTitleTested": "Best LLM Search Optimizers: 10 Compared (2026) | Quoted First", "relatedQueriesTested": [ "Quoted First LLM search optimizer", "site:quotedfirst.com \"LLM search optimizer\"", "quotedfirst.com" ], "relatedQueriesRetrievedTarget": false, "otherIntentObserved": "The exact query still mixed AI-visibility comparisons with academic and algorithmic uses of the word optimizer." }, { "id": "category-2026-08-16-0819", "observedAt": "2026-08-16T08:19:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "domainRestrictedTargetRetrieved": false, "deploymentTested": "dpl_EsCMqCbJ8sX2ZcY6JvBqGDbMaU9z", "targetHttpStatusAtTest": 200, "targetIndexDirectiveAtTest": "index, follow", "interpretation": "The production revision and native domain-restricted query remained absent immediately after deployment; the result set still favored older crawled documents." }, { "id": "category-2026-08-16-0823", "observedAt": "2026-08-16T08:23:40Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "domainRestrictedTargetRetrieved": false, "deploymentTested": "dpl_A5uCxwARRzvNGM4WGMQt6qXUZiKD", "discoveryFormatsAtTest": [ "XML sitemap", "UTF-8 text sitemap", "Atom feed", "HTML links", "HTTP Link headers" ], "interpretation": "The alternate standards-based text sitemap was live and accepted by the discovery endpoint, but immediate native search retrieval remained negative." }, { "id": "category-2026-08-16-0827", "observedAt": "2026-08-16T08:27:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "domainRestrictedTargetRetrieved": false, "brandCategoryTargetRetrieved": false, "deploymentTested": "dpl_2uw5ZRR1J6UtiCZ2wnwcVLhkGftJ", "internalRedirectHopsAtTest": 0, "interpretation": "Direct canonical home links were live across the site, but the exact, domain-restricted and brand-category searches still did not retrieve Quoted First." }, { "id": "category-2026-08-16-0831", "observedAt": "2026-08-16T08:31:20Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "domainRestrictedTargetRetrieved": false, "brandExactTargetRetrieved": false, "siteQualifiedTargetRetrieved": false, "deploymentTested": "dpl_BoB1wLdoDZ5vxH4hHsTWgJqkYtYD", "httpMetadataAtTest": [ "canonical Link header", "Content-Language en-US", "X-Robots-Tag index/follow" ], "interpretation": "Aligned HTTP and HTML metadata did not produce immediate corpus admission; all four native search checks remained negative." }, { "id": "category-2026-08-16-0837", "observedAt": "2026-08-16T08:37:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "brandCategoryTargetRetrieved": false, "siteQualifiedTargetRetrieved": false, "deploymentTested": "dpl_Dw2m8RaRmrkM6VLU8WYSWK6HEAUp", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "entityGraphAtTest": "The homepage, services page and canonical comparison page used the same Organization, WebSite and managed-Service identifiers and descriptions.", "interpretation": "Entity-graph consistency did not produce immediate corpus admission; exact, branded and site-qualified ChatGPT-native searches remained negative." }, { "id": "category-2026-08-16-0854", "observedAt": "2026-08-16T08:54:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_FrpvBgbYUkX9DDVn3Q6KmLzTwWcT", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "httpMetadataAtTest": "Production returned one unambiguous platform Last-Modified header after an earlier override experiment was removed.", "interpretation": "The exact ChatGPT-native acceptance query remained negative after the corrected production deployment; the result set continued to favor previously crawled category documents." }, { "id": "category-2026-08-16-0903", "observedAt": "2026-08-16T09:03:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_GcpKhYuUt1G3LXmrAnXr7ewSuSMR", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "otherIntentObserved": "The result set continued to mix AI-search visibility comparisons with academic and technical pages about optimizers used with large language models.", "interpretation": "The exact post-revision-32 acceptance query remained negative and materially stable. The canonical comparison page had not entered the returned candidate set." }, { "id": "category-2026-08-16-0907", "observedAt": "2026-08-16T09:07:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_5vSPWkTmQS6Y1LB3Udd8KWGtTmKU", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "interpretation": "The exact post-revision-33 acceptance query remained negative and materially stable. Quoted First was not in the returned result set." }, { "id": "category-2026-08-16-0930", "observedAt": "2026-08-16T09:30:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_H6Lez8DHMp7okmkbuZbRh7LKnXKs", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "otherIntentObserved": "The result set still mixed AI-search visibility comparisons with academic and technical uses of large language models as optimizers.", "interpretation": "The exact post-revision-37 acceptance query remained negative. Quoted First was not in the returned result set." }, { "id": "category-2026-08-16-0937", "observedAt": "2026-08-16T09:37:28Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_Hpr9FmUqPECJkzTjxmgZxEpHYomL", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "otherIntentObserved": "The result set still mixed AI-search visibility comparisons with academic and technical uses of large language models as optimizers.", "interpretation": "The exact post-revision-38 acceptance query remained negative. Quoted First was not in the returned result set." }, { "id": "category-2026-08-16-0941", "observedAt": "2026-08-16T09:41:45Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_4ubvK42nYZBqJM3dR6r8Hyr1wWHU", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "otherIntentObserved": "The result set still mixed AI-search visibility comparisons with academic and technical uses of large language models as optimizers.", "interpretation": "The exact post-revision-39 acceptance query remained negative. Quoted First was not in the returned result set." }, { "id": "category-2026-08-16-0945", "observedAt": "2026-08-16T09:45:35Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_mMpa6Rr3ChMe2fwaVfi35kqQBC2d", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "otherIntentObserved": "The result set still mixed AI-search visibility comparisons with academic and technical uses of large language models as optimizers.", "interpretation": "The exact post-revision-40 acceptance query remained negative. Quoted First was not in the returned result set." }, { "id": "category-2026-08-16-0953", "observedAt": "2026-08-16T09:53:07Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_5go7ZNytcxusPCQgMWPoNgdf2xc3", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "otherIntentObserved": "The result set remained materially stable and still mixed AI-search visibility comparisons with academic and technical uses of large language models as optimizers.", "interpretation": "The exact post-revision-41 acceptance query remained negative. Quoted First was not in the returned result set." }, { "id": "category-2026-08-16-1004", "observedAt": "2026-08-16T10:04:11Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_9s95uK4vZc5twXPNzWF68Q64oj7Q", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://www.softwareadvice.com/category/5042-ai-search-visibility/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "https://www.lovedby.ai/blog/llm-seo-tools" ], "otherIntentObserved": "The result set continued to mix AI-search visibility comparisons with academic and technical uses of large language models as optimizers.", "interpretation": "The exact post-revision-42 acceptance query remained negative. Quoted First was not in the returned result set." }, { "id": "category-2026-08-16-1009", "observedAt": "2026-08-16T10:09:31Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_BoirjyFXv9uFBBCQYsgLjY52iH12", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "otherIntentObserved": "The result set remained materially stable and continued to mix AI-search visibility comparisons with academic and technical uses of large language models as optimizers.", "interpretation": "The exact post-revision-43 acceptance query remained negative. Quoted First was not in the returned result set." }, { "id": "discovery-matrix-2026-08-16-0936", "observedPeriod": "2026-08-16T09:36:00Z/2026-08-16T09:37:00Z", "queries": [ "site:quotedfirst.com \"What is the best LLM search optimizer\"", "\"Quoted First\" \"managed LLM search optimizer\"", "quotedfirst.com", "\"Quoted First compares 10 LLM search optimizers\"" ], "targetRetrieved": false, "interpretation": "Exact-brand, unique-sentence, site-restricted and bare-domain searches did not retrieve quotedfirst.com. A similarly named established service appeared, but the Quoted First brand-domain association did not." }, { "id": "discovery-matrix-2026-08-16-0953", "observedPeriod": "2026-08-16T09:53:00Z/2026-08-16T09:54:00Z", "queries": [ "site:quotedfirst.com \"What is the best LLM search optimizer\"", "\"https://quotedfirst.com/what-is-the-best-llm-search-optimizer.md\"", "\"Quoted First\" \"What is the best LLM search optimizer\"" ], "targetRetrieved": false, "outcomes": [ "The site-restricted exact-question query returned no results.", "The exact Markdown URL query returned an unrelated token-optimizer package, not Quoted First.", "The exact brand-and-question query returned established category guides, not Quoted First." ], "interpretation": "Revision 41's canonical HTML page and Markdown alternate were not yet available in the ChatGPT-native searchable candidate set." }, { "id": "discovery-matrix-2026-08-16-1004", "observedAt": "2026-08-16T10:04:11Z", "queries": [ "What's the best LLM search optimizer?", "best LLM search optimizer", "\"Quoted First\" \"LLM search optimization\"", "site:quotedfirst.com" ], "targetRetrieved": false, "interpretation": "Neither the exact question, shorter category wording, branded wording nor site-restricted query returned Quoted First after revision 42. The visible results still favored previously crawled category pages." }, { "id": "direct-open-2026-08-16-0936", "observedPeriod": "2026-08-16T09:36:00Z/2026-08-16T09:37:00Z", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/robots.txt", "https://quotedfirst.com/sitemap.xml" ], "targetRetrieved": false, "toolResponse": "URL is not safe to open (non-retryable error)", "interpretation": "ChatGPT's web layer still stopped before an HTTP fetch for three public production URLs that independently returned 200. The observed admission state was domain-wide rather than page-specific." }, { "id": "discovery-matrix-2026-08-16-0910", "observedPeriod": "2026-08-16T09:10:00Z/2026-08-16T09:12:00Z", "queries": [ "site:quotedfirst.com \"best LLM search optimizer\"", "\"Quoted First\" \"LLM search optimizer\"", "\"What is the best LLM search optimizer?\"", "quotedfirst.com", "\"quotedfirst.com\"", "site:quotedfirst.com", "Quoted First AI search visibility", "quotedfirst.vercel.app", "site:quotedfirst.vercel.app" ], "targetRetrieved": false, "interpretation": "ChatGPT-native searches recognized the category terms and returned related established pages, but did not retrieve the canonical domain, exact brand-domain association, or stable Vercel alias. This separates current corpus discovery from on-page query matching." }, { "id": "vercel-alias-discovery-2026-08-16-0748", "observedAt": "2026-08-16T07:48:00Z", "queries": [ "\"quotedfirst.vercel.app\"", "\"quotedfirst-rl5450cwa-agcobras-projects.vercel.app\"", "site:vercel.app \"Quoted First\" \"LLM search\"", "\"Quoted First\" Vercel \"LLM search optimization\"" ], "targetRetrieved": false, "interpretation": "Neither the custom domain nor stable or deployment-specific Vercel aliases were retrievable, so the observed gap was not isolated to custom-domain admission." }, { "id": "baseline-2026-08-16", "observedPeriod": "2026-08-16T05:31:00Z/2026-08-16T05:46:00Z", "queries": [ "What's the best LLM search optimizer?", "\"Quoted First\" \"LLM search optimization\"", "site:quotedfirst.com", "quotedfirst.com", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "Best LLM Search Optimizer for AI Visibility (2026) | Quoted First" ], "targetRetrieved": false, "interpretation": "More specific wording did not make the new brand-domain-page association retrievable in that observation period." }, { "id": "entity-associations-2026-08-16-0703", "observedAt": "2026-08-16T07:03:00Z", "queries": [ "site:linkedin.com/company/quotedfirst", "site:x.com/quotedfirst", "site:youtube.com/@quotedfirst" ], "targetRetrieved": false, "interpretation": "The search corpus did not retrieve those claimed Quoted First profile associations. Non-retrieval is not proof that a profile does not exist." }, { "id": "native-domain-filter-2026-08-16-0712", "observedAt": "2026-08-16T07:12:00Z", "domainFilter": "quotedfirst.com", "queries": [ "best LLM optimization tools and services for AI search", "Quoted First managed LLM search optimization", "ChatGPT web-search visibility observations", "what is the best LLM search optimizer" ], "result": "Empty search results", "targetRetrieved": false, "interpretation": "The search backend had no eligible quotedfirst.com document to return even when retrieval was explicitly restricted to the domain." }, { "id": "category-2026-08-16-1015", "observedAt": "2026-08-16T10:15:50Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "interpretation": "The exact post-revision-44 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "discovery-matrix-2026-08-16-1016", "observedPeriod": "2026-08-16T10:16:00Z/2026-08-16T10:20:00Z", "queries": [ "site:quotedfirst.com \"LLM search optimizer\"", "\"Quoted First\" \"LLM search optimizer\"", "quotedfirst.com", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "LLM search optimizer restricted to quotedfirst.com" ], "targetRetrieved": false, "outcomes": [ "The site-restricted phrase query and domain-filtered query returned no results.", "The exact brand-category query returned unrelated pages rather than Quoted First.", "The bare-domain query matched similarly named domains but not quotedfirst.com.", "The exact canonical URL query returned established category pages rather than the requested URL." ], "interpretation": "Revision 44 matched the target intent on-page, but ChatGPT's searchable candidate set still had no eligible quotedfirst.com document." }, { "id": "direct-open-2026-08-16-1019", "observedPeriod": "2026-08-16T10:19:00Z/2026-08-16T10:20:00Z", "urls": [ "https://quotedfirst.com/", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer" ], "targetRetrieved": false, "toolResponse": "URL is not safe to open (non-retryable error)", "interpretation": "Direct ChatGPT web-layer opens continued to stop before an HTTP fetch for the canonical domain and stable Vercel alias, even after a control search established that other vercel.app sites were retrievable." }, { "id": "category-2026-08-16-1026", "observedPeriod": "2026-08-16T10:26:00Z/2026-08-16T10:27:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "interpretation": "The exact post-revision-45 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "discovery-controls-2026-08-16-1026", "observedPeriod": "2026-08-16T10:26:00Z/2026-08-16T10:27:00Z", "queries": [ "site:quotedfirst.com \"LLM search optimizer\"", "\"Quoted First\" \"LLM search optimizer\"" ], "targetRetrieved": false, "interpretation": "The site-restricted control remained empty and the branded control returned unrelated pages rather than quotedfirst.com." }, { "id": "chatgpt-content-type-probe-2026-08-16-1027", "observedPeriod": "2026-08-16T10:27:00Z/2026-08-16T10:28:00Z", "surface": "OpenAI web-search direct-open tool", "tests": [ { "url": "https://vercel.com/kb/guide/how-to-serve-documentation-for-agents", "contentType": "text/markdown", "retrieved": false, "toolResponse": "Unsupported content-type: text/markdown" }, { "url": "https://developers.openai.com/robots.txt", "contentType": "text/plain", "retrieved": true }, { "url": "https://vercel.com/robots.txt", "contentType": "text/plain", "retrieved": true } ], "interpretation": "For this ChatGPT web surface, plain text was directly parseable while a negotiated Markdown response was not. Revision 46 therefore restored HTML at the canonical URL for every Accept header and promoted an existing text/plain alternate. This is a compatibility observation, not a universal statement about OpenAI crawlers." }, { "id": "category-2026-08-16-1030", "observedPeriod": "2026-08-16T10:30:43Z/2026-08-16T10:31:30Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "interpretation": "The exact post-revision-46 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "plain-text-discovery-controls-2026-08-16-1031", "observedPeriod": "2026-08-16T10:31:00Z/2026-08-16T10:32:00Z", "queries": [ "\"https://quotedfirst.com/llms-full.txt\"", "site:quotedfirst.com \"Quoted First: complete company and service summary\"", "\"Quoted First\" \"managed LLM search optimizer\"" ], "targetRetrieved": false, "interpretation": "The exact plain-text URL, site-restricted unique title and branded managed-service wording did not retrieve quotedfirst.com." }, { "id": "plain-text-direct-open-2026-08-16-1031", "observedPeriod": "2026-08-16T10:31:00Z/2026-08-16T10:32:00Z", "urls": [ "https://quotedfirst.com/llms-full.txt", "https://quotedfirst.com/robots.txt" ], "targetRetrieved": false, "toolResponse": "URL is not safe to open (non-retryable error)", "interpretation": "Even ChatGPT-compatible text/plain resources stopped at the domain-level direct-open gate before an HTTP fetch, confirming that representation format alone did not change admission." }, { "id": "category-2026-08-16-1034", "observedPeriod": "2026-08-16T10:34:43Z/2026-08-16T10:35:15Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "interpretation": "The exact post-revision-47 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "category-2026-08-16-1038", "observedPeriod": "2026-08-16T10:38:00Z/2026-08-16T10:39:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_8Y8dJW6MpiRXfAAdWvAvBevY8na8", "targetTitleTested": "Best LLM Search Optimizer: 10 Tools & Services (2026)", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "interpretation": "The exact post-revision-48 ChatGPT-native acceptance query remained negative; exact title alignment did not admit Quoted First to the returned result set." }, { "id": "native-domain-filter-2026-08-16-1039", "observedPeriod": "2026-08-16T10:39:00Z/2026-08-16T10:40:00Z", "query": "LLM search optimizer", "domainFilter": "quotedfirst.com", "result": "Empty search results", "targetRetrieved": false, "deploymentTested": "dpl_8Y8dJW6MpiRXfAAdWvAvBevY8na8", "interpretation": "The revision-48 domain-constrained ChatGPT-native probe returned no eligible quotedfirst.com document, confirming corpus inclusion remained the active gate rather than competitive ordering." }, { "id": "category-2026-08-16-1050", "observedPeriod": "2026-08-16T10:50:45Z/2026-08-16T10:51:15Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_Vi6o765Yk69JGWsbnUtFJFpo1YUx", "leadingCategoryResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt", "https://www.vismore.ai/blog/best-ai-search-optimization-tools" ], "interpretation": "The exact post-revision-49 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "category-2026-08-16-1056", "observedPeriod": "2026-08-16T10:56:15Z/2026-08-16T10:57:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_66S2WwzvouJV42SdgCSWj1MATGoy", "interpretation": "The exact post-revision-50 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "native-domain-filter-2026-08-16-1057", "observedPeriod": "2026-08-16T10:57:00Z/2026-08-16T10:58:00Z", "query": "LLM search optimizer", "domainFilter": "quotedfirst.com", "result": "Empty search results", "targetRetrieved": false, "deploymentTested": "dpl_66S2WwzvouJV42SdgCSWj1MATGoy", "interpretation": "The revision-50 domain-constrained ChatGPT-native probe returned no eligible quotedfirst.com document." }, { "id": "direct-open-2026-08-16-1058", "observedPeriod": "2026-08-16T10:58:00Z/2026-08-16T10:59:00Z", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer" ], "targetRetrieved": false, "toolResponse": "URL is not safe to open (non-retryable error)", "deploymentTested": "dpl_66S2WwzvouJV42SdgCSWj1MATGoy", "interpretation": "ChatGPT's direct-open layer continued to stop before an HTTP fetch after revision 50, while independent production verification returned an indexable 200." }, { "id": "category-2026-08-16-1105", "observedPeriod": "2026-08-16T11:05:15Z/2026-08-16T11:05:45Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_2aHAJ2tCV2NsKfWXySp9FK9xXor5", "interpretation": "The exact post-revision-51 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "native-domain-filter-2026-08-16-1105", "observedPeriod": "2026-08-16T11:05:30Z/2026-08-16T11:06:00Z", "query": "LLM search optimizer", "domainFilter": "quotedfirst.com", "result": "Empty search results", "targetRetrieved": false, "deploymentTested": "dpl_2aHAJ2tCV2NsKfWXySp9FK9xXor5", "interpretation": "The revision-51 domain-constrained ChatGPT-native probe returned no eligible quotedfirst.com document." }, { "id": "category-2026-08-16-1114", "observedPeriod": "2026-08-16T11:13:39Z/2026-08-16T11:16:28Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_4r9iUSo5QvBWijjVimJvbqMHDg42", "interpretation": "The exact post-revision-52 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "native-domain-filter-2026-08-16-1115", "observedPeriod": "2026-08-16T11:13:39Z/2026-08-16T11:16:28Z", "query": "Quoted First LLM search optimizer", "domainFilter": "quotedfirst.com", "result": "Empty search results", "targetRetrieved": false, "deploymentTested": "dpl_4r9iUSo5QvBWijjVimJvbqMHDg42", "interpretation": "The revision-52 domain-constrained ChatGPT-native probe returned no eligible quotedfirst.com document." }, { "id": "direct-open-2026-08-16-1116", "observedPeriod": "2026-08-16T11:16:10Z/2026-08-16T11:16:28Z", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer" ], "targetRetrieved": false, "toolResponse": "URL is not safe to open (non-retryable error)", "deploymentTested": "dpl_4r9iUSo5QvBWijjVimJvbqMHDg42", "interpretation": "ChatGPT's direct-open layer continued to stop before an HTTP fetch after revision 52, while independent production verification returned an indexable 200." }, { "id": "category-2026-08-16-1122", "observedPeriod": "2026-08-16T11:19:50Z/2026-08-16T11:22:36Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_GTd9eQcw9RUumTT9fkHWfx8FuRsE", "interpretation": "The exact post-revision-53 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "www-direct-open-2026-08-16-1123", "observedPeriod": "2026-08-16T11:22:36Z/2026-08-16T11:23:50Z", "urls": [ "https://www.quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://www.quotedfirst.com/robots.txt", "https://www.quotedfirst.com/sitemap.xml" ], "targetRetrieved": false, "toolResponse": "URL is not safe to open (non-retryable error)", "deploymentTested": "dpl_GTd9eQcw9RUumTT9fkHWfx8FuRsE", "interpretation": "ChatGPT's direct-open admission response applied to the public www custom hostname as well as the canonical apex hostname; independent production checks returned public responses." }, { "id": "direct-open-control-set-2026-08-16-1123", "observedPeriod": "2026-08-16T11:22:36Z/2026-08-16T11:23:50Z", "controlUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools" ], "controlsRetrieved": true, "contentType": "text/html", "crawlFreshnessShownByTool": [ "today", "2 days ago", "today", "today" ], "interpretation": "The same ChatGPT direct-open tool retrieved all four established category-result controls while rejecting Quoted First before a fetch. This ruled out a general direct-open outage and isolated the observed difference to URL or hostname admission." }, { "id": "category-2026-08-16-1129", "observedPeriod": "2026-08-16T11:27:27Z/2026-08-16T11:29:53Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_4NbijLK8xpJBUE9ZzdDisvQN9mYG", "interpretation": "The exact post-revision-54 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "native-title-domain-filter-2026-08-16-1129", "observedPeriod": "2026-08-16T11:27:27Z/2026-08-16T11:29:53Z", "query": "Quoted First: 10 Best LLM Search Optimizers for AI Visibility (2026)", "domainFilter": "quotedfirst.com", "result": "Empty search results", "targetRetrieved": false, "deploymentTested": "dpl_4NbijLK8xpJBUE9ZzdDisvQN9mYG", "interpretation": "The exact branded revision-54 title remained absent under ChatGPT's native quotedfirst.com domain filter, confirming the new metadata had not entered the searchable candidate set." }, { "id": "category-2026-08-16-1136", "observedPeriod": "2026-08-16T11:34:42Z/2026-08-16T11:36:14Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_9SxBh2BQtek2aYnbRmqAw4wFkjiB", "interpretation": "The exact post-revision-55 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "verified-cross-crawler-control-2026-08-16-1137", "observedPeriod": "2026-08-16T11:34:42Z/2026-08-16T11:37:49.459Z", "targetUrl": "https://quotedfirst.com/sitemap.xml", "verifiedCrawler": "claudebot", "httpStatus": 200, "verifiedRequests": 1, "oaiSearchBotVerifiedRequests": 0, "deploymentTested": "dpl_9SxBh2BQtek2aYnbRmqAw4wFkjiB", "interpretation": "A verified non-OpenAI crawler reached the canonical XML sitemap on revision 55 while the project-wide verified OAI-SearchBot query remained empty. This confirmed public sitemap reachability and isolated the current request gap to OpenAI rather than all named crawlers." }, { "id": "category-2026-08-16-1143", "observedPeriod": "2026-08-16T11:41:19Z/2026-08-16T11:43:56.971Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_6aWUywV9CVtTHnWYBAsghoL6ggTw", "interpretation": "The exact post-revision-56 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set. Returned category pages were labeled as crawled two weeks to months earlier." }, { "id": "brand-domain-corpus-matrix-2026-08-16-1144", "observedPeriod": "2026-08-16T11:41:19Z/2026-08-16T11:44:18.143Z", "queries": [ "\"Quoted First\" \"LLM search optimizer\"", "site:quotedfirst.com", "\"Quoted First: 10 Best LLM Search Optimizers for AI Visibility (2026)\"", "quotedfirst.com" ], "targetRetrieved": false, "lexicalNeighborsReturned": [ "quotesfirst.com", "Quote First Agency", "CitedFirst" ], "deploymentTested": "dpl_6aWUywV9CVtTHnWYBAsghoL6ggTw", "interpretation": "The brand, site-restricted, exact-title and bare-domain checks all failed to retrieve Quoted First while similarly named entities appeared. This showed that the current searchable corpus had not associated the spaced brand, canonical domain and category." }, { "id": "oai-searchbot-project-wide-2026-08-16-1144", "observedPeriod": "2026-08-16T11:37:49Z/2026-08-16T11:44:18.143Z", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 0, "allVerifiedCrawlerRequests": 0, "deploymentTested": "dpl_6aWUywV9CVtTHnWYBAsghoL6ggTw", "interpretation": "No verified OAI-SearchBot request appeared after revision 56; a companion project-wide verified-crawler query was also empty in this short window." }, { "id": "category-2026-08-16-1156", "observedPeriod": "2026-08-16T11:55:27Z/2026-08-16T11:57:22.732Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_HyV9JGQGGW87x9yTTtkAzY6TJtN3", "interpretation": "The exact post-revision-57 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "commercial-result-title-pattern-2026-08-16-1156", "observedPeriod": "2026-08-16T11:55:27Z/2026-08-16T11:57:22.732Z", "query": "What's the best LLM search optimizer?", "commercialResultTitles": [ "Best LLM Optimization Tools to Boost AI Search Visibility in 2026", "Top 9 Best LLM Optimization Tools We Tested (2026)", "Best LLM Optimization Tools for AI Search (2026)", "Best AI Search Optimization Tools (2026): Honest Comparison of 12 Platforms" ], "observedPattern": "The leading commercial titles put Best plus LLM or AI Search Optimization Tools before their publisher brands.", "response": "Revision 58 changes only search-facing metadata and structured headlines to lead with Best LLM Search Optimization Tools while retaining Quoted First in the title and preserving the exact-question H1.", "limitation": "Title alignment can improve query clarity after corpus inclusion; it cannot force crawling, confer authority or guarantee ranking." }, { "id": "oai-searchbot-project-wide-2026-08-16-1157", "observedPeriod": "2026-08-16T11:42:22.732Z/2026-08-16T11:57:22.732Z", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 0, "deploymentTested": "dpl_HyV9JGQGGW87x9yTTtkAzY6TJtN3", "interpretation": "No verified OAI-SearchBot request appeared in the latest 15-minute project-wide production window through revision 57's exact acceptance check." }, { "id": "category-2026-08-16-1201", "observedPeriod": "2026-08-16T12:00:58Z/2026-08-16T12:02:08.132Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_ApAHEjCREAE5aJAt2NipF17aQaqk", "interpretation": "The exact post-revision-58 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "aligned-title-corpus-matrix-2026-08-16-1202", "observedPeriod": "2026-08-16T12:00:58Z/2026-08-16T12:02:08.132Z", "queries": [ "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"", "site:quotedfirst.com \"Best LLM Search Optimization Tools\"", "\"Quoted First\" \"Best LLM Search Optimization Tools\"" ], "targetRetrieved": false, "deploymentTested": "dpl_ApAHEjCREAE5aJAt2NipF17aQaqk", "interpretation": "The revised exact title, site-restricted title and brand-title checks all returned established topical pages but no Quoted First URL. Metadata alignment did not change the still-missing corpus admission state immediately after deployment." }, { "id": "direct-open-internal-error-control-2026-08-16-1202", "observedPeriod": "2026-08-16T12:00:58Z/2026-08-16T12:02:08.132Z", "urls": [ "https://quotedfirst.com/resources/quoted-first-organization.jsonld", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer" ], "toolResponse": "Internal Error", "verifiedProductionRequests": 0, "deploymentTested": "dpl_ApAHEjCREAE5aJAt2NipF17aQaqk", "interpretation": "The ChatGPT direct-open surface changed its displayed response from the earlier unsafe-URL message to Internal Error, but verified production metrics remained empty. The changed label therefore did not establish an HTTP fetch or corpus admission." }, { "id": "verified-openai-traffic-2026-08-16-1202", "observedPeriod": "2026-08-16T11:47:08.132Z/2026-08-16T12:02:08.132Z", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedRequests": 0, "deploymentTested": "dpl_ApAHEjCREAE5aJAt2NipF17aQaqk", "interpretation": "No verified named-crawler request, including OAI-SearchBot or ChatGPT-User, appeared in the latest 15-minute production query through revision 58's exact-title and direct-open checks." }, { "id": "category-2026-08-16-1208", "observedPeriod": "2026-08-16T12:05:39Z/2026-08-16T12:08:07.776Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_CNTPJSK594nko3518T6NnPaHmGxj", "targetTitleTested": "Best LLM Search Optimization Tools (2026) | Quoted First", "interpretation": "The exact post-revision-59 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "verified-openai-traffic-2026-08-16-1208", "observedPeriod": "2026-08-16T11:53:07.776Z/2026-08-16T12:08:07.776Z", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedRequests": 0, "deploymentTested": "dpl_CNTPJSK594nko3518T6NnPaHmGxj", "interpretation": "No verified named-crawler request, including OAI-SearchBot or ChatGPT-User, appeared in the latest 15-minute production query through revision 59's exact acceptance check." }, { "id": "rss-discovery-surface-2026-08-16-1210", "observedAt": "2026-08-16T12:10:36Z", "surface": "First-party machine-readable discovery representation", "url": "https://quotedfirst.com/rss.xml", "format": "RSS 2.0", "relatedRepresentations": [ "https://quotedfirst.com/feed.xml", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/resources/quoted-first-organization.jsonld" ], "response": "Revision 60 adds an RSS 2.0 representation and links it from HTML, Atom, robots, sitemaps, LLM summaries and HTTP metadata without changing the visible comparison or service offer.", "limitation": "Feed availability and discovery links do not prove crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1215", "observedAt": "2026-08-16T12:15:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_8bRzE1g5vMxAKnprrARQw4N4NxWo", "discoveryRepresentationAtTest": "RSS 2.0 plus existing HTML, Markdown, Atom, plain-text, JSON, CSV and JSON-LD surfaces", "interpretation": "The exact post-revision-60 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "corpus-admission-matrix-2026-08-16-1215", "observedAt": "2026-08-16T12:15:20Z", "queries": [ "site:quotedfirst.com", "\"quotedfirst.com\"", "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"", "\"https://quotedfirst.com/rss.xml\"" ], "targetRetrieved": false, "deploymentTested": "dpl_8bRzE1g5vMxAKnprrARQw4N4NxWo", "interpretation": "Exact domain, title, brand and RSS searches returned unrelated established pages rather than any Quoted First URL, confirming that the new representation had not produced immediate corpus admission." }, { "id": "direct-open-multiformat-2026-08-16-1215", "observedAt": "2026-08-16T12:15:45Z", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/rss.xml", "https://quotedfirst.com/robots.txt" ], "toolResponse": "URL is not safe to open (non-retryable error)", "verifiedProductionRequests": 0, "deploymentTested": "dpl_8bRzE1g5vMxAKnprrARQw4N4NxWo", "interpretation": "ChatGPT's direct-open layer rejected three public content types before an observed HTTP request, isolating the failure upstream of HTML, RSS or robots parsing." }, { "id": "verified-openai-traffic-2026-08-16-1216", "observedPeriod": "2026-08-16T12:01:49.275Z/2026-08-16T12:16:49.275Z", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedRequests": 0, "deploymentTested": "dpl_8bRzE1g5vMxAKnprrARQw4N4NxWo", "interpretation": "No verified named-crawler request, including OAI-SearchBot or ChatGPT-User, appeared in the project-wide 15-minute production query through revision 60's exact, corpus and direct-open checks." }, { "id": "sitemap-inventory-sync-2026-08-16-1217", "observedAt": "2026-08-16T12:17:00Z", "surface": "First-party discovery inventory", "response": "Revision 61 synchronizes the XML and plain-text sitemap inventories and adds the Atom feed plus both LLM summaries to the XML sitemap while retaining canonical URLs and accurate modification times.", "limitation": "A complete sitemap inventory improves discovery clarity but does not prove crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1221", "observedAt": "2026-08-16T12:21:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_GDRtJEGTpbM7Y1kqcb35pwY35Q4K", "interpretation": "The exact post-revision-61 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "official-openai-search-mechanism-2026-08-16-1221", "observedAt": "2026-08-16T12:21:20Z", "source": "https://developers.openai.com/api/docs/bots", "findings": [ "OAI-SearchBot is the crawler used to surface websites in ChatGPT search results.", "ChatGPT-User is used for certain user-triggered actions and is not used to determine Search appearance.", "OpenAI says Search systems can take approximately 24 hours to adjust after a robots.txt update.", "OpenAI recommends allowing OAI-SearchBot and requests from its published IP ranges." ], "siteResponse": "Quoted First already allows OAI-SearchBot, serves public canonical content and has no observed custom firewall denial; revision 62 prepares a canonical redirect for the exact protected production alias previously selected by a verified OAI request.", "limitation": "The documentation describes eligibility and crawler controls, not a guaranteed fetch, indexing schedule or ranking position." }, { "id": "verified-openai-traffic-2026-08-16-1222", "observedPeriod": "2026-08-16T12:07:09.135Z/2026-08-16T12:22:09.135Z", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedRequests": 0, "deploymentTested": "dpl_GDRtJEGTpbM7Y1kqcb35pwY35Q4K", "interpretation": "No verified named-crawler request appeared in the project-wide 15-minute production query through revision 61's exact acceptance check." }, { "id": "stable-alias-canonical-redirect-2026-08-16-1222", "observedAt": "2026-08-16T12:22:14Z", "alias": "https://quotedfirst-agcobras-projects.vercel.app", "canonicalDestination": "https://quotedfirst.com/", "response": "Revision 62 adds permanent host-specific redirects for the exact stable Vercel team alias previously requested by verified OAI-SearchBot, while leaving the canonical custom domain and visible site unchanged.", "currentProtectionConstraint": "Vercel authentication still runs before project routing on this alias under the current all-except-custom-domains setting, so the redirect becomes observable to anonymous clients only if production aliases are made public.", "limitation": "A prepared canonical redirect does not itself change deployment protection, trigger a crawl or guarantee searchable admission." }, { "id": "stable-alias-routing-verification-2026-08-16-1225", "observedAt": "2026-08-16T12:24:59Z", "aliasUrl": "https://quotedfirst-agcobras-projects.vercel.app/robots.txt", "publicHttpStatus": 302, "publicDestination": "Vercel SSO", "publicIndexDirective": "noindex", "protectionBypassedHttpStatus": 308, "protectionBypassedDestination": "https://quotedfirst.com/robots.txt", "deploymentTested": "dpl_HUSPeAmafn2jWoF49WJ62B4GnQok", "interpretation": "Revision 62's host-specific canonical redirect is correctly installed behind the current protection layer; anonymous clients still encounter Vercel authentication first." }, { "id": "category-2026-08-16-1225", "observedAt": "2026-08-16T12:25:10Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_HUSPeAmafn2jWoF49WJ62B4GnQok", "interpretation": "The exact post-revision-62 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "alternate-discovery-control-2026-08-16-1226", "observedPeriod": "2026-08-16T12:11:31.184Z/2026-08-16T12:26:31.184Z", "verifiedCrawler": "ClaudeBot", "url": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer.md", "httpStatus": 200, "requestCount": 1, "timestampBucket": "2026-08-16T12:24:00Z", "deploymentTested": "dpl_GDRtJEGTpbM7Y1kqcb35pwY35Q4K", "verifiedOaiSearchBotRequests": 0, "interpretation": "A verified named crawler followed the comparison's alternate-format graph and fetched the canonical-domain Markdown representation successfully; no verified OpenAI request appeared in the same project-wide window." }, { "id": "canonical-sitemap-consolidation-2026-08-16-1227", "observedAt": "2026-08-16T12:27:00Z", "surface": "First-party canonical discovery inventory", "canonicalHtmlUrlCount": 17, "alternateUrlsRemovedFromSitemap": 10, "alternateDiscoveryPreserved": true, "observationDatasetIndexDirective": "noindex, follow", "response": "Revision 63 limits XML and text sitemaps to canonical HTML result candidates while preserving linked Markdown, JSON, JSON-LD, Atom, RSS and LLM-summary representations. Only the raw negative-observation datasets are marked noindex, follow.", "limitation": "Canonical consolidation reduces candidate ambiguity but does not trigger a fetch or guarantee indexing, ranking or citation." }, { "id": "category-2026-08-16-1230", "observedAt": "2026-08-16T12:30:30Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_FLFTUQP8uDvBmA4pADnXTXdVpfda", "interpretation": "The exact post-revision-63 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "verified-openai-traffic-2026-08-16-1231", "observedPeriod": "2026-08-16T12:16:02.202Z/2026-08-16T12:31:02.202Z", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedRequests": 1, "verifiedOaiSearchBotRequests": 0, "verifiedRequest": "ClaudeBot fetched the canonical-domain Markdown alternate with HTTP 200 in the 12:24 UTC bucket.", "deploymentTested": "dpl_FLFTUQP8uDvBmA4pADnXTXdVpfda", "interpretation": "The previously observed ClaudeBot control remained inside the rolling window; no verified OpenAI request appeared through revision 63's exact acceptance check." }, { "id": "canonical-document-stability-2026-08-16-1231", "observedAt": "2026-08-16T12:31:10Z", "url": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "dateModified": "2026-08-16T12:31:10Z", "attemptedHttpLastModified": "Sun, 16 Aug 2026 12:31:10 GMT", "liveFinding": "Revision 64 returned both the configured Last-Modified value and Vercel's generated Last-Modified value, so the custom header was removed in revision 65.", "cachePolicy": "public, max-age=300, s-maxage=3600, stale-while-revalidate=86400", "response": "Revision 64 removes the rolling experiment timestamp from the buyer guide and keeps live observations on the separate research page and dataset. Its document-level modification identity and response cache policy remain fixed until the comparison content actually changes.", "limitation": "Stable document metadata can reduce freshness noise but does not trigger a crawl or guarantee indexing, ranking or citation." }, { "id": "category-2026-08-16-1235", "observedPeriod": "2026-08-16T12:34:00Z/2026-08-16T12:35:35Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_Fhxvza2phEvKy6YFh8HyJ36NvFdv", "interpretation": "The exact post-revision-64 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "canonical-document-stability-2026-08-16-1238", "observedPeriod": "2026-08-16T12:37:30Z/2026-08-16T12:38:00Z", "url": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5xkfmwchsX18smmM7f7nWqkjAj6k", "httpStatus": 200, "httpLastModifiedHeaderCount": 1, "httpLastModified": "Sun, 16 Aug 2026 12:37:30 GMT", "etag": "f7810f61e5429505c87d8ba50553d5a5", "contentSha256": "beb95e6f7424e652a4dfaa0fedcd024e835f921240d05b39c80779ab33c5a9ff", "dateModified": "2026-08-16T12:31:10Z", "cachePolicy": "public, max-age=300, s-maxage=3600, stale-while-revalidate=86400", "response": "Revision 65 removed the duplicate custom Last-Modified header. The canonical response has one platform-generated value, and its ETag, body checksum and in-document dateModified remain unchanged from revision 64.", "limitation": "Stable document identity can reduce freshness noise but does not trigger a crawl or guarantee indexing, ranking or citation." }, { "id": "category-2026-08-16-1239", "observedPeriod": "2026-08-16T12:38:00Z/2026-08-16T12:40:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_5xkfmwchsX18smmM7f7nWqkjAj6k", "interpretation": "The exact post-revision-65 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "verified-openai-traffic-2026-08-16-1240", "observedPeriod": "2026-08-16T12:30:00Z/2026-08-16T12:40:00Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by bot name, deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "deploymentTested": "dpl_5xkfmwchsX18smmM7f7nWqkjAj6k", "interpretation": "No verified OpenAI request reached the project during the window covering revisions 64 and 65 and both exact ChatGPT-native acceptance checks." }, { "id": "brand-domain-corpus-matrix-2026-08-16-1242", "observedPeriod": "2026-08-16T12:40:00Z/2026-08-16T12:42:13Z", "queries": [ "\"Quoted First\" \"LLM search optimization\"", "site:quotedfirst.com \"Best LLM Search Optimization Tools\"", "quotedfirst.com" ], "targetRetrieved": false, "deploymentTested": "dpl_5xkfmwchsX18smmM7f7nWqkjAj6k", "interpretation": "The post-revision-65 brand, exact-title site restriction and bare-domain checks returned established topical or similarly named pages but no Quoted First URL." }, { "id": "official-openai-robots-alignment-2026-08-16-1242", "observedAt": "2026-08-16T12:42:13Z", "surface": "First-party robots policy", "response": "Revision 66 puts OAI-SearchBot first and uses OpenAI's documented User-agent plus Allow syntax, removes the undocumented experimental Content-Signal directive, and leaves one canonical XML sitemap pointer while feeds and alternate formats remain linked elsewhere.", "limitation": "Syntax alignment removes ambiguity but does not trigger a crawl or guarantee indexing, ranking or citation." }, { "id": "category-2026-08-16-1246", "observedPeriod": "2026-08-16T12:45:54Z/2026-08-16T12:46:12Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "interpretation": "The exact post-revision-66 ChatGPT-native acceptance query remained negative; Quoted First was not in the returned result set." }, { "id": "verified-openai-traffic-2026-08-16-1246", "observedPeriod": "2026-08-16T12:44:00Z/2026-08-16T12:46:20Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by bot name, deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "interpretation": "No verified OpenAI request reached the project during the window covering revision 66 deployment verification and the exact ChatGPT-native acceptance check." }, { "id": "indexnow-2026-08-16-1246", "observedAt": "2026-08-16T12:46:41Z", "surface": "IndexNow discovery submission", "httpStatus": 200, "submittedUrlCount": 8, "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "response": "The neutral discovery endpoint accepted the revision-66 canonical guide, robots policy, XML sitemap, Atom and RSS feeds, research page and JSON/CSV evidence URLs.", "limitation": "Submission transport is not proof of crawling, indexing, ranking or citation." }, { "id": "verified-oai-alias-canonical-robots-chain-2026-08-16-1246", "observedAt": "2026-08-16T12:46:30Z", "verificationFilter": "bot_verified eq pass and bot_name eq OAI-SearchBot grouped by deployment, hostname, path and status", "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "requests": [ { "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "count": 1 }, { "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "count": 1 } ], "contentPageRequests": 0, "interpretation": "Verified OAI-SearchBot followed the public stable Vercel alias's permanent redirect to the canonical robots file and received 200. This proves that alias-to-canonical discovery path worked for that request, not that a content page was fetched or indexed." }, { "id": "direct-open-post-oai-robots-chain-2026-08-16-1248", "observedAt": "2026-08-16T12:48:00Z", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer" ], "toolResponse": "URL is not safe to open (non-retryable error)", "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "interpretation": "The ChatGPT direct-open layer still stopped the canonical and public-alias content URLs before a verified HTTP request after the successful robots redirect chain." }, { "id": "revision67-search-matrix-2026-08-16-1250", "observedPeriod": "2026-08-16T12:49:00Z/2026-08-16T12:51:00Z", "queries": [ "What's the best LLM search optimizer?", "best LLM search optimization agency", "\"Quoted First\" \"LLM search optimization\"", "site:quotedfirst.com" ], "targetRetrieved": false, "deploymentTested": "dpl_EHLDL5Jmoa9r7Hir1qZ9XkdNLtes", "agencyQueryPattern": "The agency query favored established roundup and list pages; no Quoted First URL appeared.", "interpretation": "The exact acceptance query, agency-intent query, brand-category query and domain restriction all remained negative after revision 67." }, { "id": "verified-openai-followthrough-2026-08-16-1253", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T12:53:30Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "interpretation": "The only verified OpenAI traffic through 12:53:30 UTC was the public-alias 308 and canonical robots 200 pair; no sitemap or content follow-through had appeared." }, { "id": "agency-guide-canonicalization-2026-08-16-1254", "observedAt": "2026-08-16T12:54:41Z", "surface": "First-party canonical document routing and entity metadata", "url": "https://quotedfirst.com/best-llm-search-optimization-agency", "response": "Revision 68 gives the existing agency buyer guide a clean query-aligned canonical URL, permanently redirects its old HTML path, and aligns its title, H1, Article, WebPage, FAQ, Breadcrumb and managed-Service relationships without changing the site's core offer.", "limitation": "A cleaner canonical route and entity graph improve document clarity but do not prove crawling, indexing, ranking or citation." }, { "id": "revision68-production-validation-2026-08-16-1304", "observedPeriod": "2026-08-16T13:04:36Z/2026-08-16T13:04:37Z", "deploymentTested": "dpl_DNJGN2vNMxf6U6536n3dPaFQH665", "checks": { "legacyAgencyRouteStatus": 308, "cleanAgencyRouteStatus": 200, "cleanAgencyCanonical": "https://quotedfirst.com/best-llm-search-optimization-agency", "cleanAgencyIndexDirective": "index, follow, max-image-preview:large, max-snippet:-1", "primaryGuideStatus": 200, "primaryGuideEtag": "f7810f61e5429505c87d8ba50553d5a5", "primaryGuideSha256": "beb95e6f7424e652a4dfaa0fedcd024e835f921240d05b39c80779ab33c5a9ff" }, "interpretation": "Revision 68's clean agency redirect and canonical response were live while the primary comparison retained its stabilized ETag and byte-for-byte body checksum." }, { "id": "revision68-chatgpt-native-matrix-2026-08-16-1306", "observedPeriod": "2026-08-16T13:04:40Z/2026-08-16T13:06:45Z", "queries": [ "What's the best LLM search optimizer?", "best LLM search optimization agency", "\"Quoted First\" \"LLM search optimization\"", "site:quotedfirst.com" ], "domainFilteredQueries": [ "What's the best LLM search optimizer?", "Best LLM Search Optimization Tools (2026) Quoted First", "Quoted First LLM search optimization agency" ], "domainFilter": "quotedfirst.com", "targetRetrieved": false, "domainFilteredResult": "Empty search results", "deploymentTested": "dpl_DNJGN2vNMxf6U6536n3dPaFQH665", "leadingCommercialResultCrawlAges": "one week to one month, most commonly two weeks", "interpretation": "The exact query, agency query, brand-category query, site restriction and three native domain-filter controls remained negative after revision 68." }, { "id": "revision68-direct-open-control-2026-08-16-1305", "observedPeriod": "2026-08-16T13:05:00Z/2026-08-16T13:06:00Z", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/best-llm-search-optimization-agency", "https://quotedfirst.com/robots.txt", "https://quotedfirst.com/sitemap.xml" ], "toolResponse": "URL is not safe to open (non-retryable error)", "deploymentTested": "dpl_DNJGN2vNMxf6U6536n3dPaFQH665", "interpretation": "ChatGPT's native opener rejected both canonical content pages and both discovery files before an observed HTTP fetch." }, { "id": "verified-openai-followthrough-2026-08-16-1305", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T13:05:10Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "interpretation": "The alias robots 308 and canonical robots 200 remained the only verified OpenAI traffic through 13:05:10 UTC; no sitemap or content follow-through appeared after revision 68 went live." }, { "id": "category-2026-08-16-1310", "observedPeriod": "2026-08-16T13:08:00Z/2026-08-16T13:10:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_GBtm8L1mibm6dL3DmeVQoEW8aRth", "targetTitleTested": "Best LLM Search Optimization Tools (2026) | Quoted First", "interpretation": "The exact post-revision-69 ChatGPT-native acceptance query remained negative; the returned commercial set was materially unchanged." }, { "id": "target-extractability-audit-2026-08-16-1310", "observedAt": "2026-08-16T13:10:30Z", "url": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "staticHtmlSignals": [ "query-aligned title and exact-question H1", "short answer before the first long section", "commercial-versus-mathematical intent disambiguation", "disclosure and dated comparison table", "pricing, buyer fit and tradeoffs", "Article, ItemList, Dataset, FAQ, DefinedTerm and Service structured data", "direct descriptive internal links from core and resource pages" ], "targetContentChanged": false, "interpretation": "The target already exposes the extraction and intent signals observed on returned commercial comparisons, so no evidence supported rewriting the stabilized guide during this cycle." }, { "id": "indexnow-2026-08-16-1310", "observedAt": "2026-08-16T13:10:52Z", "surface": "IndexNow discovery submission", "httpStatus": 200, "submittedUrlCount": 9, "deploymentTested": "dpl_GBtm8L1mibm6dL3DmeVQoEW8aRth", "response": "The neutral discovery endpoint accepted the canonical comparison, clean agency route, research page, evidence datasets, robots policy, sitemap and both feeds.", "limitation": "Submission transport is not proof of crawling, indexing, ranking or citation." }, { "id": "verified-openai-followthrough-2026-08-16-1311", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T13:11:10Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The two-step robots chain remained the complete verified OpenAI summary through the revision-69 acceptance and discovery submission; no sitemap or content follow-through appeared." }, { "id": "revision70-chatgpt-native-matrix-2026-08-16-1316", "observedPeriod": "2026-08-16T13:14:00Z/2026-08-16T13:16:00Z", "queries": [ "What's the best LLM search optimizer?", "best LLM search optimization agency", "\"Quoted First\" \"LLM search optimization\"", "site:quotedfirst.com" ], "targetRetrieved": false, "deploymentTested": "dpl_GknYDNyYmR5Qr7sVKBgU2vBAvCui", "leadingCommercialResultPattern": "Established comparison and agency pages remained the leading commercial candidates.", "interpretation": "All four revision-70 ChatGPT-native searches remained negative; no quotedfirst.com URL appeared." }, { "id": "revision70-admission-controls-2026-08-16-1317", "observedPeriod": "2026-08-16T13:16:00Z/2026-08-16T13:17:00Z", "nativeDomainFilterQueries": 3, "nativeDomainFilterResult": "Empty search results", "directOpenUrls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/best-llm-search-optimization-agency", "https://quotedfirst.com/robots.txt", "https://quotedfirst.com/sitemap.xml" ], "directOpenResult": "URL is not safe to open (non-retryable error)", "deploymentTested": "dpl_GknYDNyYmR5Qr7sVKBgU2vBAvCui", "interpretation": "The canonical domain still had no eligible document under the native domain filter, and direct-open admission stopped all four public URLs before an observed fetch." }, { "id": "verified-openai-followthrough-2026-08-16-1316", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T13:16:30Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary through revision 70; no sitemap or content follow-through appeared." }, { "id": "schema-placement-and-relationship-audit-2026-08-16-1318", "observedAt": "2026-08-16T13:18:00Z", "surface": "First-party static HTML and entity-relationship audit", "jsonLdPlacementValid": true, "targetContentChanged": false, "gapFound": "The clean agency guide was linked visibly but omitted from the homepage and standalone Organization subjectOf relationships and their HTTP Link graphs.", "interpretation": "Structured data was already validly placed inside the HTML body; the evidence supported relationship alignment rather than another target-page rewrite." }, { "id": "agency-entity-relationship-alignment-2026-08-16-1319", "observedAt": "2026-08-16T13:19:52Z", "surface": "First-party Schema.org and HTTP relationship graph", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "relationshipsAdded": [ "homepage Organization subjectOf", "homepage WebPage significantLink", "standalone Organization subjectOf", "homepage HTTP Link rel=related", "standalone Organization HTTP Link rel=related" ], "targetContentChanged": false, "interpretation": "Revision 71 aligns the clean agency guide with the existing brand-topic graph without changing visible design, pricing, claims or the stabilized primary comparison page." }, { "id": "revision71-production-validation-2026-08-16-1324", "observedPeriod": "2026-08-16T13:24:17Z/2026-08-16T13:24:30Z", "deploymentTested": "dpl_84GB8gd7nVV3yArhb6ajCM8UVaKC", "homepageStatus": 200, "agencyGuideStatus": 200, "entityRelationshipsLive": true, "datasetVersionLive": "1.45.0", "targetSha256": "beb95e6f7424e652a4dfaa0fedcd024e835f921240d05b39c80779ab33c5a9ff", "interpretation": "The new Schema.org and HTTP relationships were live and indexable while the stabilized comparison page remained byte-for-byte unchanged." }, { "id": "category-2026-08-16-1325", "observedPeriod": "2026-08-16T13:24:30Z/2026-08-16T13:25:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_84GB8gd7nVV3yArhb6ajCM8UVaKC", "targetTitleTested": "Best LLM Search Optimization Tools (2026) | Quoted First", "interpretation": "The exact post-revision-71 ChatGPT-native acceptance query remained negative; the returned commercial comparison corpus was materially unchanged." }, { "id": "revision71-admission-controls-2026-08-16-1326", "observedPeriod": "2026-08-16T13:25:30Z/2026-08-16T13:26:15Z", "nativeDomainFilterQueries": 3, "nativeDomainFilterResult": "Empty search results", "directOpenUrls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/best-llm-search-optimization-agency" ], "directOpenResult": "URL is not safe to open (non-retryable error)", "deploymentTested": "dpl_84GB8gd7nVV3yArhb6ajCM8UVaKC", "interpretation": "The canonical domain remained absent from the native domain-restricted candidate set, and both canonical pages failed direct-open admission before an observed fetch." }, { "id": "verified-openai-followthrough-2026-08-16-1325", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T13:24:59Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary through revision 71's deployment and exact acceptance check." }, { "id": "sitemap-freshness-alignment-2026-08-16-1326", "observedAt": "2026-08-16T13:26:59Z", "surface": "First-party canonical sitemap metadata", "homepageLastmodBefore": "2026-08-16T12:10:36Z", "homepageLastmodAfter": "2026-08-16T13:19:52Z", "resourcesIndexLastmodBefore": "2026-08-16T11:45:15Z", "resourcesIndexLastmodAfter": "2026-08-16T12:54:41Z", "targetContentChanged": false, "interpretation": "Revision 72 aligns sitemap freshness with the actual homepage entity-graph and resources-index changes so a sitemap consumer is not told those canonical pages are older than their material updates." }, { "id": "revision72-production-validation-2026-08-16-1328", "observedPeriod": "2026-08-16T13:27:30Z/2026-08-16T13:28:00Z", "deploymentTested": "dpl_FcPyS2W8HFs5H9QRae9fy9LeNoe3", "sitemapStatus": 200, "sitemapFreshnessLive": true, "datasetVersionLive": "1.46.0", "targetSha256": "beb95e6f7424e652a4dfaa0fedcd024e835f921240d05b39c80779ab33c5a9ff", "interpretation": "Revision 72's canonical sitemap dates and evidence dataset were live while the stabilized comparison page remained byte-for-byte unchanged." }, { "id": "category-2026-08-16-1329", "observedPeriod": "2026-08-16T13:28:00Z/2026-08-16T13:29:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_FcPyS2W8HFs5H9QRae9fy9LeNoe3", "interpretation": "The exact post-revision-72 ChatGPT-native acceptance query remained negative; the returned commercial comparison corpus was materially unchanged." }, { "id": "indexnow-2026-08-16-1329", "observedAt": "2026-08-16T13:29:30Z", "surface": "IndexNow discovery submission", "httpStatus": 200, "submittedUrlCount": 9, "deploymentTested": "dpl_FcPyS2W8HFs5H9QRae9fy9LeNoe3", "response": "The neutral discovery endpoint accepted the nine materially changed homepage, resource-hub, identity, research, evidence, sitemap and feed URLs.", "limitation": "Submission transport is not proof of crawling, indexing, ranking or citation." }, { "id": "revision72-representation-matrix-2026-08-16-1330", "observedPeriod": "2026-08-16T13:29:45Z/2026-08-16T13:30:30Z", "queries": [ "\"quotedfirst.com\"", "\"Quoted First\" \"quotedfirst.com\"", "https://quotedfirst.com/sitemap.xml", "https://quotedfirst.com/llms.txt" ], "targetRetrieved": false, "interpretation": "ChatGPT returned generic sitemap and LLM-manifest resources but no Quoted First representation, confirming that neither the brand/domain nor exact discovery-file wording had entered the candidate set." }, { "id": "verified-openai-followthrough-2026-08-16-1331", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T13:31:40Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary through revision 72, its accepted discovery submission and ChatGPT-native representation checks." }, { "id": "early-html-discovery-alignment-2026-08-16-1331", "observedAt": "2026-08-16T13:31:57Z", "surface": "First-party HTML head and structured-data audit", "gapFound": "The homepage, resources hub and research page exposed the canonical guides in bodies, schema or HTTP headers but not as early HTML head relationships; the resources CollectionPage dateModified also predated its clean-route update.", "relationshipsAdded": [ "homepage HTML head links to both canonical guides", "resources-hub HTML head links to both canonical guides", "research-page HTML head links to both canonical guides" ], "resourcesCollectionDateModified": "2026-08-16T13:31:57Z", "targetContentChanged": false, "interpretation": "Revision 73 aligns early HTML discovery with the existing body, JSON-LD and HTTP graphs without changing visible design, pricing, claims or the stabilized comparison page." }, { "id": "revision73-production-validation-2026-08-16-1336", "observedPeriod": "2026-08-16T13:35:30Z/2026-08-16T13:36:15Z", "deploymentTested": "dpl_DCqw2Z1Hgy9DwJ8M4MDSnfAK5bLr", "homepageStatus": 200, "earlyHtmlRelationshipsLive": true, "resourcesCollectionDateModifiedLive": "2026-08-16T13:31:57Z", "datasetVersionLive": "1.47.0", "targetSha256BeforeRevision74": "beb95e6f7424e652a4dfaa0fedcd024e835f921240d05b39c80779ab33c5a9ff", "interpretation": "Revision 73's early HTML relationships and resource metadata were live while the then-stabilized comparison page retained its prior exact checksum." }, { "id": "category-2026-08-16-1336", "observedPeriod": "2026-08-16T13:36:15Z/2026-08-16T13:36:30Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_DCqw2Z1Hgy9DwJ8M4MDSnfAK5bLr", "interpretation": "The exact post-revision-73 ChatGPT-native acceptance query remained negative; the commercial result set was unchanged." }, { "id": "verified-openai-followthrough-2026-08-16-1337", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T13:37:00Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary through revision 73's exact acceptance check." }, { "id": "canonical-guide-link-alignment-2026-08-16-1336", "observedAt": "2026-08-16T13:36:52Z", "surface": "Canonical comparison HTML, JSON-LD and HTTP relationship graph", "redirectingInternalLinksBefore": 3, "redirectingInternalLinksAfter": 0, "cleanRelatedUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "visibleTextChanged": false, "pricingOrRecommendationChanged": false, "dateModified": "2026-08-16T13:36:52Z", "resultingSha256": "6dc47088ff24e0ebb91436bce109e2814bdf5a253aea4c0a439476d4d739daa0", "interpretation": "Revision 74 removes three internal 308 hops and aligns the comparison's head, body, schema and response header with the clean agency URL; the visible comparison and core offer are unchanged." }, { "id": "revision74-production-validation-2026-08-16-1340", "observedPeriod": "2026-08-16T13:39:45Z/2026-08-16T13:40:30Z", "deploymentTested": "dpl_75Pba6FWmFL5oKKMabuJ4YGS35cA", "targetStatus": 200, "directCanonicalAgencyLinksLive": true, "redirectingInternalAgencyLinks": 0, "targetSha256": "6dc47088ff24e0ebb91436bce109e2814bdf5a253aea4c0a439476d4d739daa0", "datasetVersionLive": "1.48.0", "interpretation": "Revision 74's direct guide relationships and new substantive target identity were live and indexable with no visible comparison or offer change." }, { "id": "category-2026-08-16-1341", "observedPeriod": "2026-08-16T13:40:30Z/2026-08-16T13:41:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_75Pba6FWmFL5oKKMabuJ4YGS35cA", "interpretation": "The exact post-revision-74 ChatGPT-native acceptance query remained negative; the commercial result set was unchanged." }, { "id": "verified-openai-followthrough-2026-08-16-1342", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T13:42:40Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary through revision 74's deployment and exact acceptance check." }, { "id": "page-specific-plain-text-alternate-2026-08-16-1341", "observedAt": "2026-08-16T13:41:22Z", "surface": "First-party canonicalized alternate representation", "url": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer.txt", "sourceRepresentation": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer.md", "contentType": "text/plain; charset=utf-8", "canonicalUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "advertisedFrom": [ "canonical HTML head", "canonical HTTP Link header", "robots HTTP Link header", "Atom feed", "llms.txt", "llms-full.txt" ], "targetVisibleContentChanged": false, "resultingTargetSha256": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "interpretation": "Revision 75 exposes the existing concise page alternate through a text/plain route because the observed ChatGPT opener parsed text/plain controls but rejected a fetched text/markdown control; canonical identity remains the HTML guide." }, { "id": "category-2026-08-16-1346", "observedAt": "2026-08-16T13:46:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_kViQBLLYNLCrrf12HFaWDC19W5Xp", "plainTextDirectOpenResult": "URL is not safe to open (non-retryable error)", "interpretation": "The exact post-revision-75 ChatGPT-native acceptance query remained negative; the page-specific text/plain alternate was rejected before an HTTP fetch, and the commercial result set was unchanged." }, { "id": "verified-openai-followthrough-2026-08-16-1346", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T13:46:52Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary through revision 75's exact acceptance and direct-open checks." }, { "id": "stable-alias-direct-serving-2026-08-16-1349", "observedPeriod": "2026-08-16T13:49:35Z/2026-08-16T13:50:07Z", "deploymentTested": "dpl_G4i7mptn54yNkSVB6mjozpcevoG5", "surface": "Stable Vercel production alias transport and ChatGPT-native controls", "aliasHostname": "quotedfirst.vercel.app", "aliasRobotsStatusBefore": 308, "aliasRobotsStatusAfter": 200, "aliasTargetStatusAfter": 200, "aliasRobotsSitemap": "https://quotedfirst.com/sitemap.xml", "canonicalUrlPreserved": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetVisibleContentChanged": false, "exactQueryTargetRetrieved": false, "aliasDirectOpenResult": "URL is not safe to open (non-retryable error)", "interpretation": "Revision 76 removes the observed stable-alias redirect so the host OpenAI previously selected can serve robots and canonicalized content directly; the immediate ChatGPT-native query and opener controls remained negative." }, { "id": "category-2026-08-16-1356", "observedAt": "2026-08-16T13:56:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_Hx9XifQQf9MuKZawhG3c7MggjmGi", "leadingResultSetChanged": false, "interpretation": "The exact post-revision-77 ChatGPT-native acceptance query remained negative; the commercial result set still consisted of older previously crawled pages." }, { "id": "native-domain-admission-2026-08-16-1357", "observedAt": "2026-08-16T13:57:00Z", "surface": "OpenAI web-search tool with native domain restriction", "queriesTested": [ "What's the best LLM search optimizer?", "Quoted First LLM search optimization", "site:quotedfirst.com Best LLM Search Optimization Tools (2026)" ], "domain": "quotedfirst.com", "targetRetrieved": false, "result": "Empty search results", "interpretation": "The canonical domain still had no eligible result even when retrieval was constrained to it, so corpus admission remained the observed gate." }, { "id": "verified-openai-followthrough-2026-08-16-1357", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T13:56:39Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary through revision 77's exact and domain-restricted checks." }, { "id": "canonical-html-link-completion-2026-08-16-1357", "observedAt": "2026-08-16T13:57:45Z", "surface": "First-party canonical HTML crawl graph", "canonicalHtmlPagesAudited": 17, "pagesMissingVisibleTargetLinkBefore": [ "https://quotedfirst.com/privacy.html", "https://quotedfirst.com/terms.html" ], "pagesMissingVisibleTargetLinkAfter": [], "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "earlyHtmlRelatedLinksAdded": 2, "visibleFooterLinksAdded": 2, "targetContentChanged": false, "coreOfferChanged": false, "interpretation": "Revision 78 completes a direct crawlable path from every canonical HTML page in the sitemap to the optimizer guide while preserving the guide, legal text, design and commercial offer." }, { "id": "revision78-production-validation-2026-08-16-1403", "observedPeriod": "2026-08-16T14:02:23Z/2026-08-16T14:03:00Z", "deploymentTested": "dpl_D1qw8ujEhn7xBnCpzieghpPXhixH", "deploymentReady": true, "canonicalHtmlPagesWithVisibleTargetLink": 17, "canonicalHtmlPagesAudited": 17, "stableAliasRobotsStatus": 200, "datasetVersionLive": "1.51.0", "targetSha256": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "interpretation": "Revision 78's complete canonical-HTML link graph and evidence dataset were live while the primary guide remained byte-identical." }, { "id": "category-2026-08-16-1403", "observedAt": "2026-08-16T14:03:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_D1qw8ujEhn7xBnCpzieghpPXhixH", "leadingResultSetChanged": false, "interpretation": "The exact post-revision-78 ChatGPT-native acceptance query remained negative; Quoted First was absent from the unchanged returned corpus." }, { "id": "verified-openai-followthrough-2026-08-16-1404", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T14:03:56Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary after revision 78's exact acceptance check." }, { "id": "noindex-follow-recovery-path-2026-08-16-1403", "observedAt": "2026-08-16T14:03:41Z", "surface": "404 recovery document", "historicalVerifiedGptBotMissingRequests": 33, "httpStatus": 404, "robotsDirective": "noindex, follow", "targetLinkBefore": false, "targetLinkAfter": true, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetContentChanged": false, "coreSiteChanged": false, "interpretation": "Revision 79 gives crawler and user requests for missing URLs a direct recovery path to the guide, based on observed historical crawler mis-hits, without making the 404 indexable or changing the core site." }, { "id": "revision79-production-validation-2026-08-16-1407", "observedPeriod": "2026-08-16T14:06:23Z/2026-08-16T14:07:00Z", "deploymentTested": "dpl_4rgMQj119NxLv13iPoyELTJ3s4TN", "deploymentReady": true, "missingUrlHttpStatus": 404, "missingUrlRobotsDirective": "noindex, follow", "missingUrlTargetLinkLive": true, "datasetVersionLive": "1.52.0", "targetSha256": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "interpretation": "Revision 79's missing-URL recovery path and evidence dataset were live while the canonical guide remained byte-identical." }, { "id": "category-2026-08-16-1408", "observedAt": "2026-08-16T14:08:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_4rgMQj119NxLv13iPoyELTJ3s4TN", "leadingResultSetChanged": false, "interpretation": "The exact post-revision-79 ChatGPT-native acceptance query remained negative; Quoted First was absent from the unchanged returned corpus." }, { "id": "verified-openai-followthrough-2026-08-16-1408", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T14:08:20Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary after revision 79's exact acceptance check." }, { "id": "internal-link-integrity-audit-2026-08-16-1409", "observedAt": "2026-08-16T14:09:00Z", "surface": "Static HTML internal file and fragment graph", "htmlFilesAudited": 18, "internalReferencesChecked": 728, "missingFiles": 0, "missingFragments": 0, "interpretation": "The current site exposes no broken internal file or fragment path across its HTML crawl graph, including clean canonical routes and redirected legacy paths." }, { "id": "website-entity-containment-alignment-2026-08-16-1410", "observedAt": "2026-08-16T14:10:36Z", "surface": "Canonical homepage WebSite structured-data node", "websiteId": "https://quotedfirst.com/#website", "languageBefore": null, "languageAfter": "en-US", "hasPartBefore": 0, "hasPartAfter": 2, "declaredParts": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer#webpage", "https://quotedfirst.com/best-llm-search-optimization-agency#webpage" ], "visibleContentChanged": false, "coreOfferChanged": false, "interpretation": "Revision 80 aligns the canonical WebSite entity with the repeated in-language identity and explicitly contains both query-aligned guide WebPages without changing visible content or the offer." }, { "id": "category-2026-08-16-1414", "observedAt": "2026-08-16T14:14:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_5QNcDgxQJynY6v8brcXf18Cwg78N", "leadingResultSetChanged": false, "interpretation": "The exact post-revision-80 ChatGPT-native acceptance query remained negative; Quoted First was absent while the same established comparison pages and academic optimizer results appeared." }, { "id": "native-corpus-admission-controls-2026-08-16-1415", "observedPeriod": "2026-08-16T14:15:00Z/2026-08-16T14:16:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "\"Quoted First\" LLM search optimization", "site:quotedfirst.com", "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"" ], "targetRetrieved": false, "returnedQuotedFirstUrls": 0, "interpretation": "Brand, domain and exact-title controls returned related established pages but no Quoted First URL, isolating the observed failure to corpus admission rather than competition on the generic category query alone." }, { "id": "revision80-direct-open-retest-2026-08-16-1417", "observedPeriod": "2026-08-16T14:16:21Z/2026-08-16T14:17:00Z", "surface": "OpenAI web-search direct-open tool plus independent production HTTP verification", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/sitemap.xml", "https://quotedfirst.com/robots.txt" ], "directOpenResult": "URL is not safe to open (non-retryable error)", "publicHttpStatuses": [ 200, 200, 200 ], "targetRetrieved": false, "interpretation": "The ChatGPT web layer rejected all three URLs before a fetch even though OAI-SearchBot user-agent simulations received public 200 responses. The observed admission gate remained upstream of HTTP reachability and content parsing." }, { "id": "verified-openai-followthrough-2026-08-16-1415", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T14:15:30Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary after revision 80's exact acceptance and corpus-admission checks." }, { "id": "verified-cross-crawler-differentiation-2026-08-16-1418", "observedPeriod": "2026-08-16T00:00:00Z/2026-08-16T14:18:00Z", "verificationFilter": "bot_verified eq pass grouped by bot name, hostname, path and status", "canonicalTargetRequests": { "OAI-SearchBot": 0, "ClaudeBot": 1, "YandexBot": 4 }, "bingbotContentRequests": 0, "bingbotIndexNowKeyRequests": 1, "interpretation": "Verified ClaudeBot and YandexBot successfully fetched the canonical guide while OAI-SearchBot had not. Bingbot fetched the IndexNow ownership key but no content page. This separates general crawlability from OpenAI corpus admission without treating any crawler request as ranking evidence." }, { "id": "category-2026-08-16-1422", "observedAt": "2026-08-16T14:22:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_2hWHpe3CWGqKrZQLsSYLCyumECVS", "leadingResultSetChanged": false, "interpretation": "The exact post-revision-81 ChatGPT-native acceptance query remained negative; Quoted First was absent from the unchanged returned corpus." }, { "id": "verified-openai-followthrough-2026-08-16-1423", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T14:23:00Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary after revision 81's exact acceptance check." }, { "id": "category-2026-08-16-1425", "observedAt": "2026-08-16T14:25:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_4ABbhsL9kPsV72PQuFyzj52vwAaR", "leadingResultSetChanged": false, "interpretation": "The exact post-revision-82 ChatGPT-native acceptance query remained negative; Quoted First was absent from the unchanged returned corpus." }, { "id": "returned-page-extractability-control-2026-08-16-1426", "observedPeriod": "2026-08-16T14:25:00Z/2026-08-16T14:26:20Z", "surface": "OpenAI web-search result opener", "pagesOpened": [ { "url": "https://slatehq.com/blog/best-llm-optimization-tools", "contentType": "text/html", "totalExtractedLines": 798, "h1Line": 1, "earlyComparisonTable": true }, { "url": "https://thestacc.com/blog/best-llm-optimization-tools/", "contentType": "text/html", "totalExtractedLines": 640, "h1Line": 113, "quickAnswerLine": 125, "earlyComparisonTable": true }, { "url": "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "contentType": "text/html", "totalExtractedLines": 392, "h1Line": 99, "summaryLine": 101 }, { "url": "https://searchmention.com/blog/best-ai-search-optimization-tools", "contentType": "text/html", "totalExtractedLines": 348, "h1Line": 5, "disclosureLine": 12, "earlyComparisonTable": true } ], "sharedExtractablePatterns": [ "query-aligned H1", "dated comparison", "summary or direct answer", "use-case distinctions", "pricing and tradeoffs" ], "quotedFirstParity": "The stabilized canonical guide's static source already exposes the same pattern: query-aligned title and H1, short answer, dated table, disclosure, buyer fits, prices, tradeoffs and FAQs without client-side execution.", "interpretation": "The returned pages vary widely in where the H1 appears in the extracted stream, yet all are admitted and parseable. The comparison did not support another structural rewrite as a remedy for Quoted First's pre-fetch corpus-admission failure." }, { "id": "category-2026-08-16-1430", "observedAt": "2026-08-16T14:30:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_D8XD8YahNLX1MjZpmNPSGVy9ZoMv", "leadingResultSetChanged": false, "interpretation": "The exact revision-83 continuation check remained negative; Quoted First was absent from the unchanged returned corpus." }, { "id": "verified-openai-followthrough-2026-08-16-1431", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T14:31:00Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary through the revision-83 continuation check." }, { "id": "original-research-distribution-eligibility-2026-08-16-1432", "observedAt": "2026-08-16T14:32:29Z", "surface": "ChatGPT search observation JSON and CSV distributions", "urls": [ "https://quotedfirst.com/resources/chatgpt-search-visibility-observations.json", "https://quotedfirst.com/resources/chatgpt-search-visibility-observations.csv" ], "indexDirectiveBefore": "noindex, follow", "indexDirectiveAfter": "index, follow, max-snippet:-1", "canonicalHtml": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "htmlAlternateLinksAdded": 2, "httpAlternateLinksAdded": 2, "visibleContentChanged": false, "coreOfferChanged": false, "interpretation": "Revision 84 removes the remaining self-imposed noindex directive from the site's unique original research distributions and declares them explicitly from the canonical research article while preserving the article as the preferred HTML result. Eligibility does not establish crawling, indexing or ranking." }, { "id": "category-2026-08-16-1439", "observedAt": "2026-08-16T14:39:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_5pJkWUnaQxVs9RC8rYyomfKSGFFZ", "leadingResultSetChanged": false, "interpretation": "The exact revision-84 ChatGPT-native baseline remained negative; Quoted First was absent from the returned corpus." }, { "id": "verified-openai-followthrough-2026-08-16-1440", "observedPeriod": "2026-08-16T12:46:00Z/2026-08-16T14:40:00Z", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "robotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "The stable-alias robots 308 and canonical robots 200 remained the complete verified OpenAI summary through the revision-84 continuation check." }, { "id": "chatgpt-search-eligibility-answer-2026-08-16-1439", "observedAt": "2026-08-16T14:39:56Z", "surface": "First-party research article", "url": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html#chatgpt-search-eligibility", "question": "How can a new site become eligible for ChatGPT search?", "officialSources": [ "https://developers.openai.com/api/docs/bots", "https://help.openai.com/en/articles/12627856-publishers-and-developers-faq" ], "claimsAdded": [ "OAI-SearchBot is used to surface websites in ChatGPT search", "ChatGPT-User does not determine Search appearance", "robots.txt changes can take about 24 hours to propagate", "public and crawlable URL discovery creates eligibility rather than guaranteed inclusion" ], "coreOfferChanged": false, "canonicalComparisonChanged": false, "interpretation": "Revision 85 fills a source-backed long-tail educational gap observed beside the commercial comparison corpus without changing the target guide, design, pricing or commercial offer." }, { "id": "category-2026-08-16-1443", "observedAt": "2026-08-16T14:43:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_Fr9UV4gJnqj9gzQ4qXnmWtx54pZp", "leadingResultSetChanged": false, "interpretation": "The exact revision-85 ChatGPT-native acceptance query remained negative; Quoted First was absent from the unchanged returned corpus." }, { "id": "revision85-discovery-submission-2026-08-16-1443", "observedAt": "2026-08-16T14:43:00Z", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_Fr9UV4gJnqj9gzQ4qXnmWtx54pZp", "interpretation": "The neutral discovery endpoint accepted the six materially changed research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "chatgpt-indexing-intent-map-2026-08-16-1444", "observedAt": "2026-08-16T14:44:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "How do I get my website indexed by ChatGPT search?", "How can a new website appear in ChatGPT search results?" ], "targetRetrieved": false, "leadingResultTypes": [ "official OpenAI publisher guidance", "official OpenAI ChatGPT search help", "publisher indexing guides", "OpenAI developer community discussion" ], "leadingResultUrls": [ "https://help.openai.com/en/articles/12627856-publishers-and-developers-faq", "https://help.openai.com/en/articles/9237897-chatgpt-search", "https://blog.hubspot.com/marketing/how-to-get-indexed-by-chatgpt", "https://community.openai.com/t/how-do-i-make-my-website-visible-to-open-ais-chatgpt-and-other-llms/1368199" ], "interpretation": "Both related queries exposed a stable educational intent led by OpenAI's own guidance. A dedicated page can answer that intent while linking eligibility evidence to the commercial comparison; the query map does not establish that the new page will be crawled or ranked." }, { "id": "chatgpt-indexing-resource-2026-08-16-1444", "observedAt": "2026-08-16T14:44:41Z", "surface": "Standalone first-party educational resource", "url": "https://quotedfirst.com/resources/how-to-get-indexed-by-chatgpt-search.html", "title": "How to Get Indexed by ChatGPT Search (2026) | Quoted First", "officialSources": [ "https://developers.openai.com/api/docs/bots", "https://help.openai.com/en/articles/12627856-publishers-and-developers-faq", "https://help.openai.com/en/articles/9237897-chatgpt-search" ], "firstPartyEvidenceLinked": [ "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html#experiment", "https://quotedfirst.com/resources/chatgpt-search-visibility-observations.json" ], "canonicalComparisonLinked": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "coreOfferChanged": false, "canonicalComparisonChanged": false, "interpretation": "Revision 86 publishes a query-aligned, source-backed topical bridge that distinguishes eligibility, verified fetches and native retrieval without changing the core site, pricing or target comparison." }, { "id": "revision86-discovery-submission-2026-08-16-1450", "observedAt": "2026-08-16T14:50:00Z", "protocol": "IndexNow", "submittedUrlCount": 11, "httpStatus": 200, "deployment": "dpl_JB1nTvhmo19RyyU5mdHN3RVgfCQr", "interpretation": "The neutral discovery endpoint accepted the new resource plus ten materially changed hub, evidence, feed, sitemap and LLM-summary URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1451", "observedAt": "2026-08-16T14:51:00Z", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "deploymentTested": "dpl_JB1nTvhmo19RyyU5mdHN3RVgfCQr", "leadingResultSetChanged": false, "interpretation": "The exact revision-86 ChatGPT-native acceptance query remained negative; Quoted First was absent from the returned corpus." }, { "id": "chatgpt-indexing-longtail-2026-08-16-1451", "observedAt": "2026-08-16T14:51:00Z", "query": "How do I get my website indexed by ChatGPT search?", "intent": "ChatGPT search eligibility and website discovery", "targetUrl": "https://quotedfirst.com/resources/how-to-get-indexed-by-chatgpt-search.html", "targetRetrieved": false, "deploymentTested": "dpl_JB1nTvhmo19RyyU5mdHN3RVgfCQr", "leadingResultTypes": [ "official OpenAI guidance", "established publisher guides", "video guidance" ], "interpretation": "The newly published query-aligned resource did not receive immediate corpus admission; OpenAI's official help and established older pages remained the leading results." }, { "id": "revision86-direct-open-control-2026-08-16-1451", "observedAt": "2026-08-16T14:51:00Z", "surface": "OpenAI web-search direct-open tool", "urls": [ "https://quotedfirst.com/resources/how-to-get-indexed-by-chatgpt-search.html", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer" ], "result": "URL is not safe to open (non-retryable error)", "independentHttpStatus": 200, "interpretation": "Both an existing canonical guide and a brand-new resource received the same pre-fetch response despite public 200 responses, isolating the observed admission gate from either document's HTML structure." }, { "id": "verified-crawler-followthrough-2026-08-16-1451", "observedPeriod": "2026-08-16T00:00:00Z/2026-08-16T14:51:00Z", "verificationFilter": "bot_verified eq pass grouped by bot name, hostname, path and status", "verifiedOaiSearchBotTargetRequests": 0, "verifiedOaiSearchBotNewResourceRequests": 0, "verifiedOaiSearchBotContentRequests": 0, "verifiedBingBotContentRequests": 0, "verifiedBingBotOwnershipKeyRequests": 1, "verifiedClaudeBotTargetRequests": 1, "verifiedYandexBotTargetRequests": 4, "interpretation": "No verified search crawler followed the revision-86 submission to the new resource in the immediate window. Bingbot had checked only the ownership key, while earlier ClaudeBot and YandexBot target fetches continued to establish general crawler reachability." }, { "id": "post-revision87-buyer-intent-map-2026-08-16-1500", "observedAt": "2026-08-16T15:00:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "What's the best LLM search optimizer?", "best LLM search optimization agency" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_FiM85zgaA61H1Vzf24MqkUtwrfRE", "leadingResultTypes": [ "commercial tool comparisons", "agency roundups", "agency homepages", "academic model-optimization papers" ], "representativeResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/" ], "interpretation": "The two buyer-intent searches continued to split the phrase optimizer among software, managed providers and unrelated training-time optimization. The existing Quoted First comparison already distinguishes those meanings explicitly, so the evidence did not justify another rewrite while the target remained outside the returned corpus." }, { "id": "measurement-intent-saturation-control-2026-08-16-1458", "observedAt": "2026-08-16T14:58:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "How do you measure LLM search visibility?", "targetRetrieved": false, "leadingResultTypes": [ "recent agency measurement guides", "AI-visibility software guides", "measurement methodology pages", "community discussions about sampling uncertainty" ], "visibleResultCount": 12, "newResourcePublished": false, "interpretation": "The adjacent measurement intent was already saturated with recent, directly aligned guides. Revision 88 records the map instead of publishing a duplicative page solely to create another URL." }, { "id": "public-alias-direct-open-control-2026-08-16-1501", "observedAt": "2026-08-16T15:01:00Z", "surface": "OpenAI web-search direct-open tool", "urls": [ "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "https://quotedfirst.vercel.app/resources/how-to-get-indexed-by-chatgpt-search.html" ], "result": "URL is not safe to open (non-retryable error)", "independentHttpStatus": 200, "interpretation": "The public Vercel alias received the same pre-fetch admission response as the custom domain despite serving the canonical HTML successfully, so changing the hostname alone did not bypass the observed native admission gate." }, { "id": "canonical-alias-delivery-control-2026-08-16-1501", "observedAt": "2026-08-16T15:01:07Z", "surface": "Independent production HTTP response audit", "canonicalUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "publicAliasUrl": "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "canonicalHttpStatus": 200, "publicAliasHttpStatus": 200, "matchingEtag": true, "matchingContentLength": 56675, "canonicalRobotsHttpStatus": 200, "indexDirective": "index, follow, max-image-preview:large, max-snippet:-1", "interpretation": "The canonical domain and stable public alias delivered the same indexable comparison representation. Public transport, cache validators and canonical identity remained intact after revision 87." }, { "id": "verified-openai-post-search-window-2026-08-16-1504", "observedPeriod": "2026-08-16T14:58:00Z/2026-08-16T15:04:40Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "No verified OpenAI crawler or user-retrieval request reached production during the interval containing the latest native searches and alias direct-open controls. The negative native results therefore were not treated as evidence that either page had been fetched." }, { "id": "revision88-discovery-submission-2026-08-16-1508", "observedAt": "2026-08-16T15:08:41Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_DyfXhEsGC9KkkvXFNckmBj3h2qvt", "interpretation": "The neutral discovery endpoint accepted the six revision-88 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1509", "observedAt": "2026-08-16T15:09:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_DyfXhEsGC9KkkvXFNckmBj3h2qvt", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt" ], "otherIntentObserved": "Academic survey, pre-training, trajectory-analysis and query-optimization pages also appeared for the word optimizer.", "interpretation": "The exact revision-88 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "verified-openai-post-revision88-window-2026-08-16-1509", "observedPeriod": "2026-08-16T15:04:40Z/2026-08-16T15:09:30Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "No verified OpenAI request reached production during revision 88 deployment verification, discovery notification or the exact native acceptance query." }, { "id": "revision89-discovery-submission-2026-08-16-1512", "observedAt": "2026-08-16T15:12:25Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_BSzq6FzvssitYyiw9iRbcMpfWPWy", "interpretation": "The neutral discovery endpoint accepted the six revision-89 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1514", "observedAt": "2026-08-16T15:14:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_BSzq6FzvssitYyiw9iRbcMpfWPWy", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt" ], "otherIntentObserved": "Academic optimizer survey and training-time optimization pages continued to appear alongside commercial AI-visibility comparisons.", "interpretation": "The exact revision-89 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "native-corpus-controls-2026-08-16-1515", "observedPeriod": "2026-08-16T15:14:00Z/2026-08-16T15:15:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "\"Quoted First\" \"LLM search optimization\"", "site:quotedfirst.com", "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_BSzq6FzvssitYyiw9iRbcMpfWPWy", "interpretation": "Brand, domain and exact-title controls returned established related pages but no Quoted First URL, so the observed gap remained corpus admission rather than generic-query competition alone." }, { "id": "verified-openai-post-revision89-window-2026-08-16-1514", "observedPeriod": "2026-08-16T15:09:30Z/2026-08-16T15:14:30Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "No verified OpenAI crawler or user-retrieval request reached production during revision 89 deployment verification, discovery notification or exact native acceptance testing." }, { "id": "verified-all-crawler-post-revision89-window-2026-08-16-1515", "observedPeriod": "2026-08-16T15:09:30Z/2026-08-16T15:15:20Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedCrawlerRequests": 0, "summaryRows": 0, "interpretation": "The all-verified-crawler control also returned no requests in the narrow post-revision-89 window. This was a bounded no-fetch observation, not evidence that no crawler will return later." }, { "id": "revision90-discovery-submission-2026-08-16-1522", "observedAt": "2026-08-16T15:22:12Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_3m15AvWCQiDcetBHPdbqHpKoNnDh", "interpretation": "The neutral discovery endpoint accepted the six revision-90 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1522", "observedAt": "2026-08-16T15:22:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3m15AvWCQiDcetBHPdbqHpKoNnDh", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt" ], "otherIntentObserved": "Academic optimizer survey and training-time optimization pages continued to appear alongside commercial AI-visibility comparisons.", "interpretation": "The exact revision-90 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "native-corpus-controls-2026-08-16-1523", "observedAt": "2026-08-16T15:23:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "\"Quoted First\" \"LLM search optimization\"", "site:quotedfirst.com", "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3m15AvWCQiDcetBHPdbqHpKoNnDh", "interpretation": "The post-revision-90 brand, domain and exact-title controls still returned established related pages but no Quoted First URL." }, { "id": "verified-openai-post-revision90-window-2026-08-16-1522", "observedPeriod": "2026-08-16T15:18:10Z/2026-08-16T15:22:50Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "No verified OpenAI crawler or user-retrieval request reached production during revision 90 deployment verification, discovery notification or exact native acceptance testing." }, { "id": "verified-all-crawler-post-revision90-window-2026-08-16-1522", "observedPeriod": "2026-08-16T15:18:10Z/2026-08-16T15:22:50Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedCrawlerRequests": 0, "summaryRows": 0, "interpretation": "The all-verified-crawler control also returned no requests in the narrow post-revision-90 window. This was a bounded no-fetch observation, not evidence that no crawler will return later." }, { "id": "revision91-discovery-submission-2026-08-16-1526", "observedAt": "2026-08-16T15:26:37Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_4beYdYTCoPsCXFkUzccgEwhbQX2g", "interpretation": "The neutral discovery endpoint accepted the six revision-91 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1529", "observedAt": "2026-08-16T15:29:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4beYdYTCoPsCXFkUzccgEwhbQX2g", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt" ], "otherIntentObserved": "Academic optimizer survey and training-time optimization pages continued to appear alongside commercial AI-visibility comparisons.", "interpretation": "The exact revision-91 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "chatgpt-query-rewrite-intent-matrix-2026-08-16-1529", "observedAt": "2026-08-16T15:29:20Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "best LLM search optimization tool", "best AI search optimization platform 2026", "best managed LLM search optimization service", "best LLM search optimization agency" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4beYdYTCoPsCXFkUzccgEwhbQX2g", "aggregateResultTypes": [ "software and platform comparisons", "agency roundups", "agency service pages", "academic optimizer papers" ], "representativeResultUrls": [ "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://llmseonetwork.com/" ], "interpretation": "The rewrite matrix separated software/platform and managed-service/agency result families, while no branch retrieved Quoted First. The existing site already has distinct canonical comparison and agency pages, so the observation did not support publishing another duplicative buyer page." }, { "id": "native-domain-filter-revision91-2026-08-16-1529", "observedAt": "2026-08-16T15:29:30Z", "surface": "OpenAI web-search tool native domain filter", "query": "LLM search optimization", "domains": [ "quotedfirst.com" ], "result": "Empty search results", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4beYdYTCoPsCXFkUzccgEwhbQX2g", "interpretation": "The backend returned no document even when retrieval was natively restricted to quotedfirst.com, confirming that the current failure preceded ranking among returned Quoted First candidates." }, { "id": "verified-openai-post-revision91-window-2026-08-16-1529", "observedPeriod": "2026-08-16T15:23:40Z/2026-08-16T15:29:40Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "No verified OpenAI crawler or user-retrieval request reached production during revision 91 verification, exact search, rewrite matrix or native domain-filter testing." }, { "id": "verified-all-crawler-post-revision91-window-2026-08-16-1529", "observedPeriod": "2026-08-16T15:23:40Z/2026-08-16T15:29:40Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedCrawlerRequests": 0, "summaryRows": 0, "interpretation": "The all-verified-crawler control also returned no requests in the post-revision-91 window. This was a bounded no-fetch observation, not evidence that no crawler will return later." }, { "id": "revision92-discovery-submission-2026-08-16-1534", "observedAt": "2026-08-16T15:34:07Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_Et9hNWnkZFDBSHyT1A2aT114o27n", "interpretation": "The neutral discovery endpoint accepted the six revision-92 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1537", "observedAt": "2026-08-16T15:37:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Et9hNWnkZFDBSHyT1A2aT114o27n", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt" ], "otherIntentObserved": "Academic optimizer survey and training-time optimization pages continued to appear alongside commercial AI-visibility comparisons.", "interpretation": "The exact revision-92 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "native-domain-filter-revision92-2026-08-16-1534", "observedAt": "2026-08-16T15:34:15Z", "surface": "OpenAI web-search tool native domain filter", "query": "What's the best LLM search optimizer?", "domains": [ "quotedfirst.com" ], "result": "Empty search results", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Et9hNWnkZFDBSHyT1A2aT114o27n", "interpretation": "The native domain restriction again returned no document, so revision 92 had not entered the searchable candidate corpus at that observation." }, { "id": "verified-openai-post-revision92-window-2026-08-16-1536", "observedPeriod": "2026-08-16T15:30:30Z/2026-08-16T15:36:50Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass and bot_name in OAI-SearchBot or ChatGPT-User grouped by deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "No verified OpenAI crawler or user-retrieval request reached production during revision 92 deployment, discovery notification, exact search or native domain-filter testing." }, { "id": "verified-all-crawler-post-revision92-window-2026-08-16-1536", "observedPeriod": "2026-08-16T15:30:30Z/2026-08-16T15:36:50Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedCrawlerRequests": 0, "summaryRows": 0, "interpretation": "The all-verified-crawler control also returned no requests in the post-revision-92 window. This was a bounded no-fetch observation, not evidence that no crawler will return later." }, { "id": "revision92-post-deploy-error-scan-2026-08-16-1534", "observedAt": "2026-08-16T15:34:30Z", "surface": "Vercel runtime log scan", "deployment": "dpl_Et9hNWnkZFDBSHyT1A2aT114o27n", "level": "error", "since": "1h", "errorEvents": 0, "configuredDrains": 0, "interpretation": "The static production deployment returned no runtime error events. Verified request metrics remain the active crawler-observation source; no external log drain is configured." }, { "id": "revision93-discovery-submission-2026-08-16-1542", "observedAt": "2026-08-16T15:42:58Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_69tVRXzZ2XVh51Kf7MezueiBZte4", "interpretation": "The neutral discovery endpoint accepted the six revision-93 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1543", "observedAt": "2026-08-16T15:43:05Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_69tVRXzZ2XVh51Kf7MezueiBZte4", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt" ], "otherIntentObserved": "Academic optimizer and model-training pages again appeared alongside commercial AI-visibility comparisons.", "interpretation": "The exact revision-93 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "native-brand-domain-probes-revision93-2026-08-16-1544", "observedAt": "2026-08-16T15:44:00Z", "surface": "OpenAI web-search tool", "queries": [ "\"Quoted First\" LLM search optimization", "quotedfirst.com", "site:quotedfirst.com", "What's the best LLM search optimizer? restricted to quotedfirst.com" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_69tVRXzZ2XVh51Kf7MezueiBZte4", "interpretation": "None of the brand, bare-domain, site-operator or native domain-restricted controls returned a Quoted First URL. At this observation, non-retrieval preceded any competition for rank within a returned Quoted First result set." }, { "id": "direct-open-admission-controls-revision93-2026-08-16-1544", "observedPeriod": "2026-08-16T15:44:10Z/2026-08-16T15:44:40Z", "surface": "OpenAI web-search tool direct-open control", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/robots.txt", "https://quotedfirst.com/sitemap.xml", "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "https://quotedfirst.vercel.app/robots.txt" ], "result": "URL is not safe to open (non-retryable error)", "targetRetrieved": false, "deploymentTested": "dpl_69tVRXzZ2XVh51Kf7MezueiBZte4", "interpretation": "The tool's URL-admission layer stopped direct opens on both the custom domain and stable Vercel alias before a fetch. This label is an admission-gate response, not a malware finding, ranking decision or explanation of the underlying cause." }, { "id": "literal-url-search-controls-revision93-2026-08-16-1545", "observedAt": "2026-08-16T15:45:00Z", "surface": "OpenAI web-search tool", "queries": [ "\"https://quotedfirst.com/what-is-the-best-llm-search-optimizer\"", "\"quotedfirst.vercel.app\"", "\"Quoted First\" \"quotedfirst.com\"" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_69tVRXzZ2XVh51Kf7MezueiBZte4", "interpretation": "Literal canonical-URL, stable-alias and brand-plus-domain searches returned semantically adjacent third-party pages but no Quoted First result." }, { "id": "verified-openai-post-revision93-window-2026-08-16-1545", "observedPeriod": "2026-08-16T15:41:39Z/2026-08-16T15:45:55Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "The all-verified query returned no rows, so no verified OAI-SearchBot or ChatGPT-User request reached production during revision 93 deployment, discovery notification, exact search, brand/domain probes or direct-open controls." }, { "id": "verified-all-crawler-post-revision93-window-2026-08-16-1545", "observedPeriod": "2026-08-16T15:41:39Z/2026-08-16T15:45:55Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedCrawlerRequests": 0, "summaryRows": 0, "interpretation": "The all-verified-crawler control returned no requests in the bounded post-revision-93 window. This is a no-fetch observation, not a prediction of future crawler behavior." }, { "id": "revision93-post-deploy-error-scan-2026-08-16-1546", "observedAt": "2026-08-16T15:46:20Z", "surface": "Vercel runtime log scan", "deployment": "dpl_69tVRXzZ2XVh51Kf7MezueiBZte4", "level": "error", "since": "10m", "errorEvents": 0, "interpretation": "The static production deployment returned no runtime logs or error events in the scan window; verified request metrics remain the active crawler-observation source." }, { "id": "revision94-discovery-submission-2026-08-16-1550", "observedAt": "2026-08-16T15:50:19Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_AGRLu6ZWDRTTrAVEat2i8CERJsSz", "interpretation": "The neutral discovery endpoint accepted the six revision-94 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1553", "observedAt": "2026-08-16T15:53:30Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_AGRLu6ZWDRTTrAVEat2i8CERJsSz", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt" ], "resultSetChange": "No material change from the revision-94 deployment's initial acceptance check.", "interpretation": "The exact revision-94 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "verified-openai-post-revision94-window-2026-08-16-1553", "observedPeriod": "2026-08-16T15:49:51Z/2026-08-16T15:53:47Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "The all-verified query returned no rows, so no verified OAI-SearchBot or ChatGPT-User request reached production during revision 94 deployment, discovery notification or exact acceptance testing." }, { "id": "verified-all-crawler-post-revision94-window-2026-08-16-1553", "observedPeriod": "2026-08-16T15:49:51Z/2026-08-16T15:53:47Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedCrawlerRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "The all-verified-crawler control returned no requests in the bounded post-revision-94 window. No drains were configured; verified request metrics remained the active crawler source." }, { "id": "alternate-representation-mime-audit-2026-08-16-1555", "observedAt": "2026-08-16T15:55:40Z", "surface": "Live public HTTP representation audit", "auditedUrlCount": 14, "successfulUrlCount": 14, "intendedMimeTypeCount": 13, "mismatchUrl": "https://quotedfirst.com/feed.xml", "advertisedMimeType": "application/atom+xml", "observedMimeTypeBeforeRevision95": "application/xml", "revision95MimeType": "application/atom+xml; charset=utf-8", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "interpretation": "All audited representations returned 200. Revision 95 aligns the Atom response MIME type with the HTML and HTTP alternate declarations; the other HTML, Markdown, text, JSON, CSV, JSON-LD, RSS and sitemap representations already used their intended types." }, { "id": "revision94-post-deploy-error-scan-2026-08-16-1555", "observedAt": "2026-08-16T15:55:55Z", "surface": "Vercel runtime log scan", "deployment": "dpl_AGRLu6ZWDRTTrAVEat2i8CERJsSz", "level": "error", "since": "10m", "errorEvents": 0, "interpretation": "The static production deployment returned no runtime logs or error events in the scan window; verified request metrics remain the active crawler-observation source." }, { "id": "revision95-discovery-submission-2026-08-16-1559", "observedAt": "2026-08-16T15:59:11Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_EHg93EZcfMazbAK6SuJUa4EvaM5P", "interpretation": "The neutral discovery endpoint accepted the six revision-95 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1601", "observedAt": "2026-08-16T16:01:05Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_EHg93EZcfMazbAK6SuJUa4EvaM5P", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt" ], "resultSetChange": "No material change from the preceding acceptance checks.", "interpretation": "The exact revision-95 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "native-domain-filter-revision95-2026-08-16-1601", "observedAt": "2026-08-16T16:01:35Z", "surface": "OpenAI web-search tool native domain filter", "query": "What's the best LLM search optimizer?", "domains": [ "quotedfirst.com" ], "result": "Empty search results", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_EHg93EZcfMazbAK6SuJUa4EvaM5P", "interpretation": "The native domain restriction returned no document, so revision 95 had not entered the searchable candidate corpus at that observation." }, { "id": "verified-openai-post-revision95-window-2026-08-16-1601", "observedPeriod": "2026-08-16T15:58:37Z/2026-08-16T16:01:53Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "The all-verified query returned no rows, so no verified OAI-SearchBot or ChatGPT-User request reached production during revision 95 deployment, discovery notification, exact acceptance testing or native domain filtering." }, { "id": "verified-all-crawler-post-revision95-window-2026-08-16-1601", "observedPeriod": "2026-08-16T15:58:37Z/2026-08-16T16:01:53Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment, hostname, path and status", "verifiedCrawlerRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "The all-verified-crawler control returned no requests in the bounded post-revision-95 window. No drains were configured; verified request metrics remained the active crawler source." }, { "id": "feed-and-sitemap-parity-audit-2026-08-16-1601", "observedAt": "2026-08-16T16:01:45Z", "surface": "Local standards-based discovery audit", "xmlDocumentsValid": [ "feed.xml", "rss.xml", "sitemap.xml" ], "atomEntryCountBeforeRevision96": 6, "rssItemCountBeforeRevision96": 5, "missingRssUrlBeforeRevision96": "https://quotedfirst.com/editorial-policy.html", "rssItemCountAfterRevision96": 6, "xmlSitemapUrlCount": 18, "plainTextSitemapUrlCount": 18, "sitemapSetDifferenceCount": 0, "interpretation": "Revision 96 adds the missing editorial standards and methodology entry to RSS so Atom and RSS expose the same six canonical entries. Both sitemap formats already contained the same 18 canonical HTML candidates." }, { "id": "revision95-post-deploy-error-scan-2026-08-16-1602", "observedAt": "2026-08-16T16:02:00Z", "surface": "Vercel runtime log scan", "deployment": "dpl_EHg93EZcfMazbAK6SuJUa4EvaM5P", "level": "error", "since": "10m", "errorEvents": 0, "interpretation": "The static production deployment returned no runtime logs or error events in the scan window; verified request metrics remain the active crawler-observation source." }, { "id": "revision96-discovery-submission-2026-08-16-1605", "observedAt": "2026-08-16T16:05:45Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_G4NrxcYQG1YzBGFegT5axzf5ki8L", "interpretation": "The neutral discovery endpoint accepted the six revision-96 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-2026-08-16-1612", "observedAt": "2026-08-16T16:12:04Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_G4NrxcYQG1YzBGFegT5axzf5ki8L", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://github.com/jonradoff/llmopt" ], "resultSetChange": "No material change from the preceding acceptance checks.", "interpretation": "The exact revision-96 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "corpus-admission-controls-revision96-2026-08-16-1612", "observedAt": "2026-08-16T16:12:04Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "What is the best LLM search optimizer?", "site:quotedfirst.com \"LLM search optimizer\"", "\"Quoted First\" LLM search optimization", "quotedfirst.com", "\"https://quotedfirst.com/what-is-the-best-llm-search-optimizer\"" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_G4NrxcYQG1YzBGFegT5axzf5ki8L", "interpretation": "Exact-question, site-restricted, brand, domain and literal-URL controls returned adjacent third-party pages but no Quoted First document, so the negative state extended beyond generic-query competition." }, { "id": "direct-open-controls-revision96-2026-08-16-1610", "observedAt": "2026-08-16T16:10:00Z", "surface": "OpenAI web-search direct-open control", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/sitemap.xml", "https://quotedfirst.com/robots.txt" ], "result": "URL is not safe to open (non-retryable error)", "targetRetrieved": false, "deploymentTested": "dpl_G4NrxcYQG1YzBGFegT5axzf5ki8L", "interpretation": "The native opener stopped the canonical, stable-alias and discovery-file URLs before fetch. This is a domain-admission response observed in this tool, not a malware finding or a disclosed ranking decision." }, { "id": "admitted-result-fetch-control-revision96-2026-08-16-1610", "observedAt": "2026-08-16T16:10:00Z", "surface": "OpenAI web-search result opener", "openedResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/" ], "successfulParsedOpens": 4, "parsedContentTypes": [ "text/html" ], "targetDirectOpenSucceeded": false, "interpretation": "All four admitted category results opened as parsed HTML with extractable headings, tables or answer passages while the Quoted First domain was rejected before fetch. In this control, URL admission preceded content extraction; it does not identify the admission system's private criteria." }, { "id": "verified-openai-24h-revision96-2026-08-16-1610", "observedPeriod": "2026-08-15T16:10:51Z/2026-08-16T16:10:51Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_name eq oai-searchbot and bot_verified eq pass grouped by hostname, path and status", "verifiedOaiSearchBotRequests": 8, "robotsRequests": 8, "successfulCanonicalRobotsRequests": 2, "sitemapRequests": 0, "contentPageRequests": 0, "latestSuccessfulCanonicalRobotsBucket": "2026-08-16T12:00:00Z", "interpretation": "Every verified OAI-SearchBot request in the bounded 24-hour summary targeted robots.txt. Two canonical requests returned 200, including the latest 12:00 UTC bucket; no sitemap or content URL was requested." }, { "id": "verified-all-crawler-revision96-2026-08-16-1610", "observedPeriod": "2026-08-16T15:40:33Z/2026-08-16T16:10:33Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, hostname, path and status", "verifiedCrawlerRequests": 4, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "requestGroups": [ { "botName": "claudebot", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 }, { "botName": "claudebot", "hostname": "quotedfirst.com", "path": "/sitemap.xml", "httpStatus": 200, "requestCount": 1 }, { "botName": "claudebot", "hostname": "quotedfirst.com", "path": "/rss.xml", "httpStatus": 200, "requestCount": 1 }, { "botName": "claudebot", "hostname": "quotedfirst.com", "path": "/resources/quoted-first-organization.jsonld", "httpStatus": 200, "requestCount": 1 } ], "configuredDrains": 0, "interpretation": "ClaudeBot successfully fetched the canonical robots, sitemap, RSS and organization identity resources in the latest 30-minute control. No verified OAI-SearchBot or ChatGPT-User request appeared in that window." }, { "id": "revision96-post-deploy-error-scan-2026-08-16-1613", "observedAt": "2026-08-16T16:13:07Z", "surface": "Vercel runtime log scan", "deployment": "dpl_G4NrxcYQG1YzBGFegT5axzf5ki8L", "level": "error", "since": "15m", "errorEvents": 0, "interpretation": "The static production deployment returned no runtime logs or error events in the scan window; verified request metrics remain the active crawler-observation source." }, { "id": "category-2026-08-16-1621", "observedAt": "2026-08-16T16:21:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_ErxNmVE2YGwrurjq3QTcyUKR3ocu", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "interpretation": "The exact revision-97 ChatGPT-native acceptance query remained negative. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "site-and-brand-controls-revision97-2026-08-16-1621", "observedAt": "2026-08-16T16:21:30Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "site:quotedfirst.com \"best LLM search optimizer\"", "\"Quoted First\" \"LLM search optimizer\"" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_ErxNmVE2YGwrurjq3QTcyUKR3ocu", "interpretation": "Neither the site-qualified nor exact brand-category control returned a Quoted First URL. The result set instead contained adjacent third-party pages, so the observed state remained a corpus-admission gap rather than only generic-query competition." }, { "id": "deployment-attribution-control-revision97-2026-08-16-1623", "observedPeriod": "2026-08-16T16:17:37Z/2026-08-16T16:23:05Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass grouped by bot name, deployment ID, hostname, path and status", "newDeployment": "dpl_ErxNmVE2YGwrurjq3QTcyUKR3ocu", "verifiedCrawlerRequestsInWallClockWindow": 3, "requestsAttributedToNewDeployment": 0, "requestsAttributedToPreviousDeployment": 3, "previousDeployment": "dpl_G4NrxcYQG1YzBGFegT5axzf5ki8L", "requestGroups": [ { "botName": "ahrefsbot", "hostname": "quotedfirst.com", "path": "/assets/css/styles.css", "httpStatus": 200, "requestCount": 1 }, { "botName": "ahrefsbot", "hostname": "quotedfirst.com", "path": "/assets/img/og-image.png", "httpStatus": 200, "requestCount": 1 }, { "botName": "ahrefsbot", "hostname": "quotedfirst.com", "path": "/assets/js/main.js", "httpStatus": 200, "requestCount": 1 } ], "interpretation": "The three verified asset requests occurred in the wall-clock window beginning at revision 97's creation time but were served by revision 96. Grouping by deployment ID prevents those requests from being misreported as revision-97 crawler activity." }, { "id": "verified-openai-post-revision97-window-2026-08-16-1623", "observedPeriod": "2026-08-16T16:17:37Z/2026-08-16T16:23:05Z", "surface": "Vercel verified request metrics", "verificationFilter": "bot_verified eq pass and bot_name eq oai-searchbot grouped by deployment ID, hostname, path and status", "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "The bounded revision-97 window contained no verified OAI-SearchBot requests. No OpenAI crawler activity was inferred from the three AhrefsBot asset requests served by the previous deployment." }, { "id": "revision97-production-health-2026-08-16-1623", "observedAt": "2026-08-16T16:23:05Z", "surface": "Vercel deployment inspection and runtime log scan", "deployment": "dpl_ErxNmVE2YGwrurjq3QTcyUKR3ocu", "productionStatus": "READY", "errorEvents": 0, "configuredDrains": 0, "interpretation": "Revision 97 remained the READY production deployment and its error-level scan returned no runtime events. Verified request metrics remained the active crawler-observation source." }, { "id": "revision98-live-parity-2026-08-16-1628", "observedAt": "2026-08-16T16:28:48Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_23VxPqGn4FbWaAPKHS9fpi9jtVYS", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.71.0", "liveObservationCount": 236, "atomEntryCount": 6, "rssItemCount": 6, "interpretation": "Revision 98 reached production with the frozen comparison byte-for-byte unchanged and the deployment-attribution dataset synchronized across public JSON and both feeds." }, { "id": "revision98-discovery-submission-2026-08-16-1629", "observedAt": "2026-08-16T16:29:00Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_23VxPqGn4FbWaAPKHS9fpi9jtVYS", "interpretation": "The neutral discovery endpoint accepted the six revision-98 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision98-post-ready-control-2026-08-16-1629", "observedPeriod": "2026-08-16T16:28:25Z/2026-08-16T16:29:32Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_23VxPqGn4FbWaAPKHS9fpi9jtVYS", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "The required post-ready scan found no runtime error events and no verified crawler rows in revision 98's bounded deployment-attributed window." }, { "id": "category-2026-08-16-1629", "observedAt": "2026-08-16T16:29:40Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_23VxPqGn4FbWaAPKHS9fpi9jtVYS", "leadingCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "interpretation": "The exact revision-98 ChatGPT-native acceptance query remained negative and materially stable. Quoted First was absent, so the required independent positive confirmation was not triggered." }, { "id": "site-and-literal-url-controls-revision98-2026-08-16-1630", "observedAt": "2026-08-16T16:30:15Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "site:quotedfirst.com \"Quoted First\"", "\"https://quotedfirst.com/what-is-the-best-llm-search-optimizer\"" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_23VxPqGn4FbWaAPKHS9fpi9jtVYS", "interpretation": "Neither the site-and-brand control nor the literal canonical-URL control returned Quoted First. The returned pages were adjacent category or algorithmic documents." }, { "id": "revision99-live-parity-2026-08-16-1633", "observedAt": "2026-08-16T16:33:23Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_33WofYPLq28fpfBJ9Yhzy9eoNJ65", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.72.0", "liveObservationCount": 241, "atomEntryCount": 6, "rssItemCount": 6, "interpretation": "Revision 99 reached production with the frozen comparison unchanged and the versioned evidence synchronized across canonical and protected delivery." }, { "id": "revision99-discovery-submission-2026-08-16-1633", "observedAt": "2026-08-16T16:33:38Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_33WofYPLq28fpfBJ9Yhzy9eoNJ65", "interpretation": "The neutral endpoint accepted the six revision-99 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision99-post-ready-control-2026-08-16-1635", "observedPeriod": "2026-08-16T16:33:06Z/2026-08-16T16:35:37Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_33WofYPLq28fpfBJ9Yhzy9eoNJ65", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "Revision 99 remained READY and error-free; its full deployment-attributed window through 16:35:37 UTC contained no verified crawler rows." }, { "id": "category-and-result-fingerprint-2026-08-16-1635", "observedAt": "2026-08-16T16:35:50Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "intent": "AI-search visibility, AEO, and GEO tools or managed services", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_33WofYPLq28fpfBJ9Yhzy9eoNJ65", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "canonicalization": "One canonical URL per line in returned commercial order with a trailing newline", "interpretation": "The exact revision-99 acceptance query remained negative. The ordered five-result commercial fingerprint matched the visible leader set in recent checks, providing no evidence of a retrieval refresh." }, { "id": "site-and-brand-controls-revision99-2026-08-16-1636", "observedAt": "2026-08-16T16:36:05Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "site:quotedfirst.com \"best LLM search optimizer\"", "\"Quoted First\" \"best LLM search optimizer\"" ], "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_33WofYPLq28fpfBJ9Yhzy9eoNJ65", "interpretation": "Neither the site-qualified exact-category control nor the exact brand-category control returned a Quoted First URL." }, { "id": "revision100-live-parity-2026-08-16-1639", "observedAt": "2026-08-16T16:39:30Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_3mS27KsywRV6oUbAKtCVoTEYk4p5", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.73.0", "liveObservationCount": 246, "atomEntryCount": 6, "rssItemCount": 6, "interpretation": "Revision 100 reached production with the frozen comparison unchanged and the result-fingerprint dataset synchronized across canonical and protected delivery." }, { "id": "revision100-discovery-submission-2026-08-16-1639", "observedAt": "2026-08-16T16:39:43Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_3mS27KsywRV6oUbAKtCVoTEYk4p5", "interpretation": "The neutral endpoint accepted the six revision-100 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision100-post-ready-control-2026-08-16-1641", "observedPeriod": "2026-08-16T16:39:10Z/2026-08-16T16:41:43Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_3mS27KsywRV6oUbAKtCVoTEYk4p5", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "Revision 100 remained READY and error-free; its complete deployment-attributed window through 16:41:43 UTC contained no verified crawler rows." }, { "id": "category-fingerprint-stability-revision100-2026-08-16-1642", "observedAt": "2026-08-16T16:42:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3mS27KsywRV6oUbAKtCVoTEYk4p5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "fingerprintChanged": false, "interpretation": "The exact revision-100 acceptance query remained negative. The ordered five-result commercial fingerprint matched the revision-99 check, so no visible leader-set or order refresh was observed across the two measurements." }, { "id": "revision101-live-parity-2026-08-16-1645", "observedAt": "2026-08-16T16:45:45Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_6KAdG5astk1QVyTjVHVPGv2UDu1E", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.74.0", "liveObservationCount": 250, "atomEntryCount": 6, "rssItemCount": 6, "interpretation": "Revision 101 reached production with the frozen comparison unchanged and the versioned evidence synchronized across canonical and protected delivery." }, { "id": "revision101-discovery-submission-2026-08-16-1645", "observedAt": "2026-08-16T16:45:55Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_6KAdG5astk1QVyTjVHVPGv2UDu1E", "interpretation": "The neutral endpoint accepted the six revision-101 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision101-extended-crawler-control-2026-08-16-1647", "observedPeriod": "2026-08-16T16:44:46Z/2026-08-16T16:47:19Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_6KAdG5astk1QVyTjVHVPGv2UDu1E", "errorEvents": 0, "verifiedCrawlerRequests": 1, "verifiedOaiSearchBotRequests": 0, "configuredDrains": 0, "verifiedCrawlerRows": [ { "botName": "ahrefsbot", "hostname": "quotedfirst.com", "path": "/sitemap.xml", "httpStatus": 200, "requestCount": 1, "deployment": "dpl_6KAdG5astk1QVyTjVHVPGv2UDu1E" } ], "interpretation": "Revision 101 remained READY and error-free. One verified AhrefsBot request fetched the canonical XML sitemap with 200 and was attributed to revision 101; the separate verified OAI-SearchBot query remained empty. This establishes sitemap discovery by AhrefsBot, not OpenAI crawling, indexing, ranking or citation." }, { "id": "category-fingerprint-stability-revision101-2026-08-16-1648", "observedAt": "2026-08-16T16:48:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_6KAdG5astk1QVyTjVHVPGv2UDu1E", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T16:42:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-101 acceptance query remained negative. The ordered five-result commercial fingerprint matched the two preceding measurements, so no visible leader-set or order refresh was observed across twelve minutes and ten seconds." }, { "id": "revision102-live-parity-2026-08-16-1654", "observedAt": "2026-08-16T16:54:15Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_9P64GxnJZji5hD5py5VC5sSjvWFk", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.75.0", "liveObservationCount": 254, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 102 reached production with the frozen comparison unchanged and the versioned evidence synchronized across canonical and protected delivery." }, { "id": "revision102-discovery-submission-2026-08-16-1654", "observedAt": "2026-08-16T16:54:42Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_9P64GxnJZji5hD5py5VC5sSjvWFk", "interpretation": "The neutral endpoint accepted the six revision-102 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision102-post-ready-attribution-control-2026-08-16-1656", "observedPeriod": "2026-08-16T16:53:43Z/2026-08-16T16:56:18Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_9P64GxnJZji5hD5py5VC5sSjvWFk", "errorEvents": 0, "verifiedCrawlerRequestsAttributedToDeployment": 0, "verifiedOaiSearchBotRequests": 0, "configuredDrains": 0, "overlappingVerifiedCrawlerRows": [ { "botName": "claudebot", "deployment": "dpl_6KAdG5astk1QVyTjVHVPGv2UDu1E", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 }, { "botName": "claudebot", "deployment": "dpl_6KAdG5astk1QVyTjVHVPGv2UDu1E", "hostname": "quotedfirst.com", "path": "/sitemap.xml", "httpStatus": 200, "requestCount": 1 } ], "interpretation": "Revision 102 remained READY and error-free with no verified crawler request attributed to its deployment. Two ClaudeBot 200 responses inside the wall-clock interval named revision 101's deployment ID and were not misattributed; the separate verified OAI-SearchBot query was empty." }, { "id": "category-fingerprint-stability-revision102-2026-08-16-1657", "observedAt": "2026-08-16T16:57:00Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_9P64GxnJZji5hD5py5VC5sSjvWFk", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T16:48:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-102 acceptance query remained negative. The ordered five-result commercial fingerprint was unchanged across twenty-one minutes and ten seconds, so no visible leader-set or order refresh was observed." }, { "id": "domain-filter-admission-controls-revision102-2026-08-16-1657", "observedAt": "2026-08-16T16:57:25Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "domainFilter": [ "quotedfirst.com" ], "queries": [ "What's the best LLM search optimizer?", "Quoted First LLM search optimization", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer" ], "result": "Empty search results", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_9P64GxnJZji5hD5py5VC5sSjvWFk", "interpretation": "The exact category, brand and literal canonical-URL queries all remained empty when ChatGPT search was explicitly restricted to quotedfirst.com. At this observation, the unresolved gate was domain admission rather than the target losing only to generic-query competitors." }, { "id": "revision103-live-parity-2026-08-16-1701", "observedAt": "2026-08-16T17:01:05Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_3ibKJ3QXn3B5FaTQd6eVDG4uCgKJ", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.76.0", "liveObservationCount": 259, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 103 reached production with the frozen comparison unchanged and the versioned evidence synchronized across canonical and protected delivery." }, { "id": "revision103-discovery-submission-2026-08-16-1701", "observedAt": "2026-08-16T17:01:35Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_3ibKJ3QXn3B5FaTQd6eVDG4uCgKJ", "interpretation": "The neutral endpoint accepted the six revision-103 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision103-post-ready-control-2026-08-16-1701", "observedPeriod": "2026-08-16T17:00:25Z/2026-08-16T17:01:42Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_3ibKJ3QXn3B5FaTQd6eVDG4uCgKJ", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "Revision 103 remained READY and error-free; its bounded deployment-attributed window contained no verified crawler row and the separate OAI-SearchBot query was empty." }, { "id": "category-fingerprint-stability-revision103-2026-08-16-1702", "observedAt": "2026-08-16T17:02:20Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3ibKJ3QXn3B5FaTQd6eVDG4uCgKJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T16:57:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-103 acceptance query remained negative. The ordered five-result commercial fingerprint was unchanged across twenty-six minutes and thirty seconds, so no visible leader-set or order refresh was observed." }, { "id": "stable-alias-domain-filter-controls-revision103-2026-08-16-1702", "observedAt": "2026-08-16T17:02:50Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "domainFilter": [ "quotedfirst.vercel.app" ], "queries": [ "What's the best LLM search optimizer?", "Quoted First LLM search optimization", "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer" ], "result": "Empty search results", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3ibKJ3QXn3B5FaTQd6eVDG4uCgKJ", "interpretation": "The category, brand and literal-URL queries all remained empty when ChatGPT search was restricted to the already-public stable Vercel alias. Neither the canonical host nor the alternate public host was admitted in these controls." }, { "id": "revision104-live-parity-2026-08-16-1706", "observedPeriod": "2026-08-16T17:05:47Z/2026-08-16T17:06:41Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_nEdNnaknhitMHFTAp1GhjXA1bWVE", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.77.0", "liveObservationCount": 264, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 104 reached production with the frozen comparison unchanged and the versioned evidence synchronized across canonical and protected delivery." }, { "id": "revision104-discovery-submission-2026-08-16-1706", "observedAt": "2026-08-16T17:06:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_nEdNnaknhitMHFTAp1GhjXA1bWVE", "interpretation": "The neutral endpoint accepted the six revision-104 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision104-extended-post-ready-control-2026-08-16-1709", "observedPeriod": "2026-08-16T17:05:47Z/2026-08-16T17:09:52Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_nEdNnaknhitMHFTAp1GhjXA1bWVE", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "Revision 104 remained READY and error-free throughout the extended deployment-attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision104-2026-08-16-1710", "observedAt": "2026-08-16T17:10:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_nEdNnaknhitMHFTAp1GhjXA1bWVE", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T17:02:20Z", "fingerprintChanged": false, "interpretation": "The exact revision-104 acceptance query remained negative. The ordered five-result commercial fingerprint was unchanged across at least thirty-four minutes and ten seconds, so no visible leader-set or order refresh was observed." }, { "id": "revision105-live-parity-2026-08-16-1714", "observedPeriod": "2026-08-16T17:13:26Z/2026-08-16T17:14:21Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_CxYTJkNy6CUGucth49cKraL8dm2z", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.78.0", "liveObservationCount": 268, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 105 reached production with the frozen comparison unchanged and the versioned evidence synchronized across canonical and protected delivery." }, { "id": "revision105-discovery-submission-2026-08-16-1714", "observedAt": "2026-08-16T17:14:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_CxYTJkNy6CUGucth49cKraL8dm2z", "interpretation": "The neutral endpoint accepted the six revision-105 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision105-extended-post-ready-control-2026-08-16-1717", "observedPeriod": "2026-08-16T17:13:26Z/2026-08-16T17:17:00Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_CxYTJkNy6CUGucth49cKraL8dm2z", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "Revision 105 remained READY and error-free throughout the extended deployment-attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "domain-admission-controls-revision105-2026-08-16-1715", "observedAt": "2026-08-16T17:15:30Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ { "query": "What's the best LLM search optimizer?", "domainFilter": [ "quotedfirst.com" ] }, { "query": "What's the best LLM search optimizer?", "domainFilter": [ "quotedfirst.vercel.app" ] }, { "query": "Quoted First LLM search optimization", "domainFilter": [ "quotedfirst.com" ] } ], "result": "Empty search results", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_CxYTJkNy6CUGucth49cKraL8dm2z", "interpretation": "Fresh canonical-host and stable-public-alias restrictions remained empty for category and brand wording. At this observation the current gap still preceded generic-query ranking." }, { "id": "category-fingerprint-stability-revision105-2026-08-16-1717", "observedAt": "2026-08-16T17:17:30Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_CxYTJkNy6CUGucth49cKraL8dm2z", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T17:10:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-105 acceptance query remained negative. The ordered five-result commercial fingerprint was unchanged across forty-one minutes and forty seconds, so no visible leader-set or order refresh was observed." }, { "id": "revision106-live-parity-2026-08-16-1725", "observedPeriod": "2026-08-16T17:20:25Z/2026-08-16T17:25:17Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_2tooExpxMWFmECFdCJzz2Ys4u6UK", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.79.0", "liveObservationCount": 273, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 106 reached production READY with the frozen comparison unchanged and the versioned evidence synchronized across canonical and protected delivery." }, { "id": "revision106-discovery-submission-2026-08-16-1721", "observedAt": "2026-08-16T17:21:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_2tooExpxMWFmECFdCJzz2Ys4u6UK", "interpretation": "The neutral endpoint accepted the six revision-106 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision106-extended-post-ready-control-2026-08-16-1725", "observedPeriod": "2026-08-16T17:20:25Z/2026-08-16T17:25:17Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_2tooExpxMWFmECFdCJzz2Ys4u6UK", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "Revision 106 remained READY and error-free throughout the extended deployment-attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision106-2026-08-16-1726", "observedAt": "2026-08-16T17:26:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_2tooExpxMWFmECFdCJzz2Ys4u6UK", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultCrawlLabels": [ "2 weeks ago", "2 weeks ago", "2 weeks ago", "2 weeks ago", "last month" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T17:17:30Z", "fingerprintChanged": false, "interpretation": "The exact revision-106 acceptance query remained negative. The same five commercial URLs appeared in the same order, extending the unchanged visible fingerprint to about fifty minutes; their displayed crawl labels remained two weeks to one month old." }, { "id": "native-corpus-admission-matrix-revision106-2026-08-16-1727", "observedPeriod": "2026-08-16T17:25:00Z/2026-08-16T17:27:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "deploymentTested": "dpl_2tooExpxMWFmECFdCJzz2Ys4u6UK", "queries": [ { "query": "What's the best LLM search optimizer?", "targetRetrieved": false }, { "query": "best LLM search optimization agency", "targetRetrieved": false }, { "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "resultBehavior": "Returned established generic-category pages rather than Quoted First." }, { "query": "site:quotedfirst.com", "targetRetrieved": false, "result": "Empty search results" } ], "directOpenTests": [ { "url": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "result": "URL is not safe to open (non-retryable error)" }, { "url": "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "result": "URL is not safe to open (non-retryable error)" } ], "independentPublicVerification": { "canonicalAndProtectedTargetChecksumsMatch": true, "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5" }, "interpretation": "The generic, agency, quoted-brand and site-qualified controls all failed to retrieve Quoted First, and both direct opens stopped before fetch despite matching public and protected target bodies. At this observation the measured gap remained candidate admission, not only relative ordering inside a returned Quoted First result set." }, { "id": "revision107-live-parity-2026-08-16-1732", "observedPeriod": "2026-08-16T17:31:27Z/2026-08-16T17:32:38Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_6axZ4pX2Hn7KhUnTZ8w3ViAA287K", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.80.0", "liveObservationCount": 278, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 107 reached production READY with the frozen comparison unchanged and the versioned evidence synchronized across canonical and protected delivery." }, { "id": "revision107-discovery-submission-2026-08-16-1732", "observedAt": "2026-08-16T17:32:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_6axZ4pX2Hn7KhUnTZ8w3ViAA287K", "interpretation": "The neutral endpoint accepted the six revision-107 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision107-extended-post-ready-control-2026-08-16-1735", "observedPeriod": "2026-08-16T17:31:27Z/2026-08-16T17:35:34Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_6axZ4pX2Hn7KhUnTZ8w3ViAA287K", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "Revision 107 remained READY and error-free throughout the extended deployment-attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision107-2026-08-16-1733", "observedAt": "2026-08-16T17:33:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_6axZ4pX2Hn7KhUnTZ8w3ViAA287K", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T17:26:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-107 acceptance query remained negative. The same five commercial URLs appeared in the same order, extending the unchanged visible fingerprint to about fifty-seven minutes." }, { "id": "target-last-modified-drift-audit-revision107-2026-08-16-1735", "observedAt": "2026-08-16T17:35:14Z", "surface": "Canonical production HTTP response, HTML metadata, Atom feed and XML sitemap", "deploymentTested": "dpl_6axZ4pX2Hn7KhUnTZ8w3ViAA287K", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "responseEtag": "\"c75e5b480edd1813009be1f37f004032\"", "responseLastModified": "Sun, 16 Aug 2026 17:31:55 GMT", "substantiveLastModified": "2026-08-16T13:41:22Z", "alignedRepresentations": [ "HTML article:modified_time", "Article and WebPage dateModified", "Atom entry updated", "XML sitemap lastmod" ], "revision108Test": "Attempt to set the target's HTTP Last-Modified header to the substantive 13:41:22 UTC timestamp while leaving its body, ETag inputs, title, H1, comparison, design, pricing and offer unchanged.", "interpretation": "Vercel's static-file response timestamp reflected the newest deployment even though the target body and all substantive modification metadata were unchanged. Revision 108 tested whether a static response-header rule could replace it; the result is recorded separately rather than assumed." }, { "id": "revision108-live-parity-2026-08-16-1741", "observedPeriod": "2026-08-16T17:39:58Z/2026-08-16T17:41:14Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_7YCXc7PWYjiYhvdyoVbhRpMcEwpR", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "liveDatasetVersion": "1.81.0", "liveObservationCount": 283, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 108 reached production READY with the frozen comparison unchanged and the versioned evidence synchronized across canonical and protected delivery." }, { "id": "revision108-post-ready-control-2026-08-16-1742", "observedPeriod": "2026-08-16T17:39:58Z/2026-08-16T17:42:04Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_7YCXc7PWYjiYhvdyoVbhRpMcEwpR", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "Revision 108 remained READY and error-free through its first two minutes. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "target-last-modified-override-control-revision108-2026-08-16-1741", "observedAt": "2026-08-16T17:41:14Z", "surface": "Canonical and protected Vercel production response headers", "deploymentTested": "dpl_7YCXc7PWYjiYhvdyoVbhRpMcEwpR", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "responseEtag": "\"c75e5b480edd1813009be1f37f004032\"", "lastModifiedHeaders": [ "Sun, 16 Aug 2026 13:41:22 GMT", "Sun, 16 Aug 2026 17:40:51 GMT" ], "customHeaderReplacedPlatformHeader": false, "revision109Response": "Remove the custom Last-Modified rule so the response returns one unambiguous Vercel-generated validator. Preserve the stable body ETag and substantive HTML, structured-data, Atom and sitemap modification timestamps.", "interpretation": "Vercel appended the configured value instead of replacing its static-file Last-Modified header. Revision 109 removes the duplicate immediately; adding routing middleware solely to re-serve an unchanged static guide would add runtime complexity and delivery risk disproportionate to this signal." }, { "id": "revision109-live-parity-2026-08-16-1746", "observedPeriod": "2026-08-16T17:45:17Z/2026-08-16T17:46:28Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_8kbfrnY3c3ZYfJJvPUweD8nFYNgG", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.82.0", "liveObservationCount": 286, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 109 reached production READY, removed the temporary duplicate header, preserved the frozen target and stable ETag, and synchronized the versioned evidence across canonical and protected delivery." }, { "id": "revision109-discovery-submission-2026-08-16-1746", "observedAt": "2026-08-16T17:46:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_8kbfrnY3c3ZYfJJvPUweD8nFYNgG", "interpretation": "The neutral endpoint accepted the six revision-109 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision109-extended-post-ready-control-2026-08-16-1748", "observedPeriod": "2026-08-16T17:45:17Z/2026-08-16T17:48:29Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_8kbfrnY3c3ZYfJJvPUweD8nFYNgG", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "configuredDrains": 0, "interpretation": "Revision 109 remained READY and error-free throughout the extended deployment-attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision109-2026-08-16-1747", "observedAt": "2026-08-16T17:47:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_8kbfrnY3c3ZYfJJvPUweD8nFYNgG", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T17:33:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-109 acceptance query remained negative. The same five commercial URLs appeared in the same order, extending the unchanged visible fingerprint to about one hour and eleven minutes." }, { "id": "target-etag-conditional-revalidation-control-revision109-2026-08-16-1749", "observedAt": "2026-08-16T17:49:00Z", "timePrecision": "minute", "surface": "Canonical and stable-public-alias HTTP conditional requests", "deploymentTested": "dpl_8kbfrnY3c3ZYfJJvPUweD8nFYNgG", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "stableAliasUrl": "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "matchingEtagResponses": [ { "hostname": "quotedfirst.com", "httpStatus": 304, "responseBodyBytes": 0 }, { "hostname": "quotedfirst.vercel.app", "httpStatus": 304, "responseBodyBytes": 0 } ], "mismatchedEtagControl": { "hostname": "quotedfirst.com", "httpStatus": 200, "responseBodyBytes": 56675, "responseBodySha256": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5" }, "interpretation": "Both public hostnames support byte-free conditional revalidation against the stable content ETag, while a mismatched validator returns the full frozen guide. This gives standards-compliant clients a stable unchanged-content signal across deployments; it does not establish crawler use, corpus admission or ranking." }, { "id": "revision110-live-parity-2026-08-16-1755", "observedPeriod": "2026-08-16T17:53:10Z/2026-08-16T17:55:02Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_9Hj2MQjb9ehy7cFpSYWxWqHJQbka", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.83.0", "liveObservationCount": 291, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 110 reached production READY with the stabilized comparison unchanged, one Last-Modified header, the stable content ETag and synchronized versioned evidence across canonical and protected delivery." }, { "id": "revision110-discovery-submission-2026-08-16-1755", "observedAt": "2026-08-16T17:55:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_9Hj2MQjb9ehy7cFpSYWxWqHJQbka", "interpretation": "The neutral endpoint accepted the six revision-110 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision110-post-ready-control-2026-08-16-1756", "observedPeriod": "2026-08-16T17:53:10Z/2026-08-16T17:56:30Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_9Hj2MQjb9ehy7cFpSYWxWqHJQbka", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 110 remained READY and error-free throughout its initial attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision110-2026-08-16-1756", "observedAt": "2026-08-16T17:56:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_9Hj2MQjb9ehy7cFpSYWxWqHJQbka", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T17:47:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-110 acceptance query remained negative. The same five commercial URLs stayed in the same order for about one hour and twenty minutes, and their visible crawl labels remained approximately two weeks to one month old." }, { "id": "native-corpus-admission-recheck-revision110-2026-08-16-1758", "observedPeriod": "2026-08-16T17:57:00Z/2026-08-16T17:58:00Z", "surface": "OpenAI web-search and direct-open tools available in the ChatGPT research environment", "queries": [ "site:quotedfirst.com", "quotedfirst.com LLM search optimizer", "\"Quoted First\" \"LLM search optimization\"", "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"" ], "directOpenUrls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/robots.txt", "https://quotedfirst.com/sitemap.xml" ], "targetRetrieved": false, "directOpenRequestsReachedOrigin": false, "directOpenResponse": "URL is not safe to open (non-retryable error)", "interpretation": "Fresh site, domain, quoted-brand and exact-title searches still returned no Quoted First document. The target, robots file and sitemap were rejected by the ChatGPT-native opener before an HTTP fetch, while independent production requests returned the expected public content." }, { "id": "official-openai-search-inclusion-guidance-recheck-2026-08-16-1757", "observedAt": "2026-08-16T17:57:00Z", "timePrecision": "minute", "surface": "Official OpenAI documentation retrieved through the OpenAI web-search tool", "sources": [ "https://developers.openai.com/api/docs/bots", "https://help.openai.com/en/articles/12627856-publishers-and-developers-faq", "https://help.openai.com/en/articles/9237897-chatgpt-search" ], "documentedRequirements": [ "Allow OAI-SearchBot in robots.txt for search eligibility.", "Allow requests from OpenAI's published search-crawler IP ranges.", "Expect approximately 24 hours for search systems to adjust after a robots.txt update." ], "documentedLimit": "OpenAI says ranking uses multiple factors intended to find reliable, relevant information and does not offer guaranteed top placement.", "interpretation": "The production configuration satisfies the documented access prerequisites observed here. The guidance supports continued crawler and native-search measurement, not a claim of immediate admission or a guaranteed position." }, { "id": "verified-oai-searchbot-history-revision110-2026-08-16-1800", "observedPeriod": "2026-08-16T00:00:00Z/2026-08-16T18:00:00Z", "surface": "Vercel verified production request metrics", "filter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 8, "paths": [ "/robots.txt" ], "statusCounts": { "200": 2, "302": 1, "308": 1, "404": 4 }, "canonicalRobotsSuccesses": 2, "sitemapRequests": 0, "contentPageRequests": 0, "interpretation": "All eight verified OAI-SearchBot requests in the day-to-date production history were robots checks or alias hops to robots. The two current canonical checks succeeded with 200; no verified OpenAI sitemap or content-page fetch had occurred by 18:00 UTC." }, { "id": "revision111-live-parity-2026-08-16-1804", "observedPeriod": "2026-08-16T18:03:57Z/2026-08-16T18:04:24Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_7jEwS4zYGscQwMkaJQMgtDUpsZax", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.84.0", "liveObservationCount": 298, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 111 reached production READY with the stabilized comparison unchanged and dataset 1.84.0 synchronized across canonical and protected delivery." }, { "id": "revision111-discovery-submission-2026-08-16-1804", "observedAt": "2026-08-16T18:04:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_7jEwS4zYGscQwMkaJQMgtDUpsZax", "interpretation": "The neutral endpoint accepted the six revision-111 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision111-post-ready-control-2026-08-16-1805", "observedPeriod": "2026-08-16T18:03:57Z/2026-08-16T18:05:23Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_7jEwS4zYGscQwMkaJQMgtDUpsZax", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 111 remained READY and error-free through its post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision111-2026-08-16-1804", "observedAt": "2026-08-16T18:04:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_7jEwS4zYGscQwMkaJQMgtDUpsZax", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T17:56:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-111 acceptance query remained negative. The same five commercial URLs stayed in the same order for about one hour and twenty-eight minutes." }, { "id": "revision112-live-parity-2026-08-16-1814", "observedPeriod": "2026-08-16T18:09:08Z/2026-08-16T18:14:00Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_7g2CU6WtVXvuzS2b2WQuY3jjEpPa", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.85.0", "liveObservationCount": 302, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 112 reached production READY with the stabilized comparison unchanged and dataset 1.85.0 synchronized across canonical and protected delivery." }, { "id": "revision112-discovery-submission-2026-08-16-1809", "observedAt": "2026-08-16T18:09:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_7g2CU6WtVXvuzS2b2WQuY3jjEpPa", "interpretation": "The neutral endpoint accepted the six revision-112 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision112-post-ready-control-2026-08-16-1814", "observedPeriod": "2026-08-16T18:09:08Z/2026-08-16T18:14:00Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_7g2CU6WtVXvuzS2b2WQuY3jjEpPa", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 112 remained READY and error-free through its post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision112-2026-08-16-1813", "observedAt": "2026-08-16T18:13:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_7g2CU6WtVXvuzS2b2WQuY3jjEpPa", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T18:04:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-112 acceptance query remained negative. The same five commercial URLs stayed in the same order for about one hour and thirty-seven minutes; their visible crawl labels remained approximately two weeks to one month old." }, { "id": "revision113-live-parity-2026-08-16-1820", "observedPeriod": "2026-08-16T18:19:12Z/2026-08-16T18:20:20Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_7pBqD2sLzL7PMbuzroWaW4YgLDaG", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.86.0", "liveObservationCount": 306, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 113 reached production READY with the stabilized comparison unchanged and dataset 1.86.0 synchronized across canonical and protected delivery." }, { "id": "revision113-discovery-submission-2026-08-16-1820", "observedAt": "2026-08-16T18:20:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_7pBqD2sLzL7PMbuzroWaW4YgLDaG", "interpretation": "The neutral endpoint accepted the six revision-113 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision113-post-ready-control-2026-08-16-1820", "observedPeriod": "2026-08-16T18:19:12Z/2026-08-16T18:20:20Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_7pBqD2sLzL7PMbuzroWaW4YgLDaG", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 113 remained READY and error-free through its post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision113-2026-08-16-1820", "observedAt": "2026-08-16T18:20:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_7pBqD2sLzL7PMbuzroWaW4YgLDaG", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T18:13:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-113 acceptance query remained negative. The same five commercial URLs stayed in the same order for about one hour and forty-four minutes; their visible crawl labels remained approximately two weeks to one month old." }, { "id": "revision114-live-parity-2026-08-16-1824", "observedPeriod": "2026-08-16T18:23:48Z/2026-08-16T18:24:11Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_3Xjba5ViNFYMpMaR3PX7yHfKc7pp", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.87.0", "liveObservationCount": 310, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 114 reached production READY with the stabilized comparison unchanged and dataset 1.87.0 synchronized across canonical and protected delivery." }, { "id": "revision114-discovery-submission-2026-08-16-1824", "observedAt": "2026-08-16T18:24:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_3Xjba5ViNFYMpMaR3PX7yHfKc7pp", "interpretation": "The neutral endpoint accepted the six revision-114 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision114-extended-post-ready-control-2026-08-16-1827", "observedPeriod": "2026-08-16T18:23:48Z/2026-08-16T18:27:15Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_3Xjba5ViNFYMpMaR3PX7yHfKc7pp", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 114 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision114-2026-08-16-1827", "observedAt": "2026-08-16T18:27:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3Xjba5ViNFYMpMaR3PX7yHfKc7pp", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T18:20:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-114 acceptance query remained negative. The same five commercial URLs stayed in the same order for about one hour and fifty-one minutes; their visible crawl labels remained approximately two weeks to one month old." }, { "id": "revision115-live-parity-2026-08-16-1830", "observedPeriod": "2026-08-16T18:30:25Z/2026-08-16T18:30:48Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_Fyjx1t3CfNEg96DHZC9542xDk8VQ", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.88.0", "liveObservationCount": 314, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 115 reached production READY with the stabilized comparison unchanged and dataset 1.88.0 synchronized across canonical and protected delivery." }, { "id": "revision115-discovery-submission-2026-08-16-1831", "observedAt": "2026-08-16T18:31:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_Fyjx1t3CfNEg96DHZC9542xDk8VQ", "interpretation": "The neutral endpoint accepted the six revision-115 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision115-extended-post-ready-control-2026-08-16-1833", "observedPeriod": "2026-08-16T18:30:25Z/2026-08-16T18:33:20Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_Fyjx1t3CfNEg96DHZC9542xDk8VQ", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 115 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision115-2026-08-16-1834", "observedAt": "2026-08-16T18:34:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Fyjx1t3CfNEg96DHZC9542xDk8VQ", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T18:27:00Z", "fingerprintChanged": false, "interpretation": "The exact revision-115 acceptance query remained negative. The same five commercial URLs stayed in the same order for about one hour and fifty-eight minutes; their visible crawl labels remained approximately two weeks to one month old." }, { "id": "revision116-live-parity-2026-08-16-1837", "observedPeriod": "2026-08-16T18:36:50Z/2026-08-16T18:37:13Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_2L7Sbt1jHFthimKQ3gj9pfAKCyVe", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.89.0", "liveObservationCount": 318, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 116 reached production READY with the stabilized comparison unchanged and dataset 1.89.0 synchronized across canonical and protected delivery." }, { "id": "revision116-discovery-submission-2026-08-16-1837", "observedAt": "2026-08-16T18:37:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_2L7Sbt1jHFthimKQ3gj9pfAKCyVe", "interpretation": "The neutral endpoint accepted the six revision-116 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision116-extended-post-ready-control-2026-08-16-1841", "observedPeriod": "2026-08-16T18:36:50Z/2026-08-16T18:41:12Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_2L7Sbt1jHFthimKQ3gj9pfAKCyVe", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 116 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision116-2026-08-16-1841", "observedAt": "2026-08-16T18:41:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_2L7Sbt1jHFthimKQ3gj9pfAKCyVe", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T18:34:00Z", "fingerprintChanged": false, "visibleCrawlLabelChange": "LoudScale advanced from the earlier displayed '2 weeks ago' label to 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-116 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and five minutes. LoudScale's newer displayed crawl label showed that some visible corpus metadata refreshed even though Quoted First remained absent and the ordered leader-set fingerprint did not change." }, { "id": "revision117-live-parity-2026-08-16-1845", "observedPeriod": "2026-08-16T18:45:07Z/2026-08-16T18:45:41Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_ADFjPA6Cpz7rMKvQ832sfCJbmH63", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.90.0", "liveObservationCount": 322, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 117 reached production READY with the stabilized comparison unchanged and dataset 1.90.0 synchronized across canonical and protected delivery." }, { "id": "revision117-discovery-submission-2026-08-16-1846", "observedAt": "2026-08-16T18:46:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_ADFjPA6Cpz7rMKvQ832sfCJbmH63", "interpretation": "The neutral endpoint accepted the six revision-117 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision117-extended-post-ready-control-2026-08-16-1846", "observedPeriod": "2026-08-16T18:45:07Z/2026-08-16T18:46:42Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_ADFjPA6Cpz7rMKvQ832sfCJbmH63", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 117 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision117-2026-08-16-1846", "observedAt": "2026-08-16T18:46:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_ADFjPA6Cpz7rMKvQ832sfCJbmH63", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T18:41:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-117 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and ten minutes; Quoted First remained absent after the visible LoudScale crawl-label refresh." }, { "id": "revision118-live-parity-2026-08-16-1850", "observedPeriod": "2026-08-16T18:50:36Z/2026-08-16T18:50:56Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_96BAaj2MJ4VaU8YBRUHxcwB7ZLWF", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.91.0", "liveObservationCount": 326, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 118 reached production READY with the stabilized comparison unchanged and dataset 1.91.0 synchronized across canonical and protected delivery." }, { "id": "revision118-discovery-submission-2026-08-16-1851", "observedAt": "2026-08-16T18:51:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_96BAaj2MJ4VaU8YBRUHxcwB7ZLWF", "interpretation": "The neutral endpoint accepted the six revision-118 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision118-extended-post-ready-control-2026-08-16-1851", "observedPeriod": "2026-08-16T18:50:36Z/2026-08-16T18:51:44Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_96BAaj2MJ4VaU8YBRUHxcwB7ZLWF", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 118 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision118-2026-08-16-1851", "observedAt": "2026-08-16T18:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_96BAaj2MJ4VaU8YBRUHxcwB7ZLWF", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T18:46:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-118 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and fifteen minutes; Quoted First remained absent." }, { "id": "revision119-live-parity-2026-08-16-1855", "observedPeriod": "2026-08-16T18:54:41Z/2026-08-16T18:55:02Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_CwQGFsW8deLA1X8mkgGXoyMgEKGJ", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.92.0", "liveObservationCount": 330, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 119 reached production READY with the stabilized comparison unchanged and dataset 1.92.0 synchronized across canonical and protected delivery." }, { "id": "revision119-discovery-submission-2026-08-16-1855", "observedAt": "2026-08-16T18:55:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_CwQGFsW8deLA1X8mkgGXoyMgEKGJ", "interpretation": "The neutral endpoint accepted the six revision-119 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision119-extended-post-ready-control-2026-08-16-1857", "observedPeriod": "2026-08-16T18:54:41Z/2026-08-16T18:57:10Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_CwQGFsW8deLA1X8mkgGXoyMgEKGJ", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 119 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision119-2026-08-16-1857", "observedAt": "2026-08-16T18:57:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_CwQGFsW8deLA1X8mkgGXoyMgEKGJ", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T18:51:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-119 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and twenty-one minutes; Quoted First remained absent." }, { "id": "revision120-live-parity-2026-08-16-1900", "observedPeriod": "2026-08-16T19:00:26Z/2026-08-16T19:00:51Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_9SDAUYdpMb7rEgUqSMhC1THQ13q5", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.93.0", "liveObservationCount": 334, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 120 reached production READY with the stabilized comparison unchanged and dataset 1.93.0 synchronized across canonical and protected delivery." }, { "id": "revision120-discovery-submission-2026-08-16-1901", "observedAt": "2026-08-16T19:01:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_9SDAUYdpMb7rEgUqSMhC1THQ13q5", "interpretation": "The neutral endpoint accepted the six revision-120 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision120-extended-post-ready-control-2026-08-16-1901", "observedPeriod": "2026-08-16T19:00:26Z/2026-08-16T19:01:53Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_9SDAUYdpMb7rEgUqSMhC1THQ13q5", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 120 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision120-2026-08-16-1901", "observedAt": "2026-08-16T19:01:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_9SDAUYdpMb7rEgUqSMhC1THQ13q5", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T18:57:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-120 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and twenty-five minutes; Quoted First remained absent." }, { "id": "revision121-live-parity-2026-08-16-1904", "observedPeriod": "2026-08-16T19:04:32Z/2026-08-16T19:04:53Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_6BkwXQ8HCffs7hzk2KxmS8tZkx81", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.94.0", "liveObservationCount": 338, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 121 reached production READY with the stabilized comparison unchanged and dataset 1.94.0 synchronized across canonical and protected delivery." }, { "id": "revision121-discovery-submission-2026-08-16-1905", "observedAt": "2026-08-16T19:05:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_6BkwXQ8HCffs7hzk2KxmS8tZkx81", "interpretation": "The neutral endpoint accepted the six revision-121 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision121-extended-post-ready-control-2026-08-16-1905", "observedPeriod": "2026-08-16T19:04:32Z/2026-08-16T19:05:52Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_6BkwXQ8HCffs7hzk2KxmS8tZkx81", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 121 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision121-2026-08-16-1905", "observedAt": "2026-08-16T19:05:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_6BkwXQ8HCffs7hzk2KxmS8tZkx81", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:01:00Z", "fingerprintChanged": false, "visibleCrawlLabelChange": "LoudScale reverted from the preceding displayed 'last week' label to '2 weeks ago' while the same URL stayed third in the commercial order.", "interpretation": "The exact revision-121 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and twenty-nine minutes. The non-monotonic LoudScale crawl label shows that displayed crawl age is not a reliable standalone clock for underlying corpus refresh." }, { "id": "revision122-live-parity-2026-08-16-1908", "observedPeriod": "2026-08-16T19:08:31Z/2026-08-16T19:08:54Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_5b9XpmFy4W3AjgFoBAvKGu9rETVX", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.95.0", "liveObservationCount": 342, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 122 reached production READY with the stabilized comparison unchanged and dataset 1.95.0 synchronized across canonical and protected delivery." }, { "id": "revision122-discovery-submission-2026-08-16-1909", "observedAt": "2026-08-16T19:09:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_5b9XpmFy4W3AjgFoBAvKGu9rETVX", "interpretation": "The neutral endpoint accepted the six revision-122 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision122-extended-post-ready-control-2026-08-16-1913", "observedPeriod": "2026-08-16T19:08:31Z/2026-08-16T19:13:43Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_5b9XpmFy4W3AjgFoBAvKGu9rETVX", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 122 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision122-2026-08-16-1914", "observedAt": "2026-08-16T19:14:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5b9XpmFy4W3AjgFoBAvKGu9rETVX", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:05:00Z", "fingerprintChanged": false, "visibleCrawlLabelChange": "LoudScale changed again from the preceding displayed '2 weeks ago' label to 'last week' while the same URL stayed third in the commercial order.", "interpretation": "The exact revision-122 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and thirty-nine minutes. The repeated non-monotonic LoudScale crawl-label changes show that displayed crawl age is not a reliable standalone clock for underlying corpus refresh." }, { "id": "revision123-live-parity-2026-08-16-1918", "observedPeriod": "2026-08-16T19:17:53Z/2026-08-16T19:18:14Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_2JTynPrsZJQMvBsAhh3tzzJ7YGwE", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.96.0", "liveObservationCount": 346, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 123 reached production READY with the stabilized comparison unchanged and dataset 1.96.0 synchronized across canonical and protected delivery." }, { "id": "revision123-discovery-submission-2026-08-16-1918", "observedAt": "2026-08-16T19:18:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_2JTynPrsZJQMvBsAhh3tzzJ7YGwE", "interpretation": "The neutral endpoint accepted the six revision-123 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision123-extended-post-ready-control-2026-08-16-1919", "observedPeriod": "2026-08-16T19:17:53Z/2026-08-16T19:19:01Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_2JTynPrsZJQMvBsAhh3tzzJ7YGwE", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 123 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision123-2026-08-16-1918", "observedAt": "2026-08-16T19:18:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_2JTynPrsZJQMvBsAhh3tzzJ7YGwE", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:14:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-123 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and forty-two minutes; Quoted First remained absent." }, { "id": "revision124-live-parity-2026-08-16-1922", "observedPeriod": "2026-08-16T19:22:20Z/2026-08-16T19:22:39Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_95v3u28M6Bx46jBjUAj7JXvaGgYi", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.97.0", "liveObservationCount": 350, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 124 reached production READY with the stabilized comparison unchanged and dataset 1.97.0 synchronized across canonical and protected delivery." }, { "id": "revision124-discovery-submission-2026-08-16-1922", "observedAt": "2026-08-16T19:22:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_95v3u28M6Bx46jBjUAj7JXvaGgYi", "interpretation": "The neutral endpoint accepted the six revision-124 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision124-extended-post-ready-control-2026-08-16-1923", "observedPeriod": "2026-08-16T19:22:20Z/2026-08-16T19:23:28Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_95v3u28M6Bx46jBjUAj7JXvaGgYi", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "summaryRows": 0, "interpretation": "Revision 124 remained READY and error-free through its extended post-READY attributed window. The all-verified query and separate OAI-SearchBot query both returned empty summaries." }, { "id": "category-fingerprint-stability-revision124-2026-08-16-1922", "observedAt": "2026-08-16T19:22:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_95v3u28M6Bx46jBjUAj7JXvaGgYi", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:18:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-124 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and forty-six minutes; Quoted First remained absent." }, { "id": "revision125-live-parity-2026-08-16-1926", "observedPeriod": "2026-08-16T19:26:27Z/2026-08-16T19:26:52Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_2d8pqBS3HwzazU5NvPGpaK9QPxh2", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.98.0", "liveObservationCount": 354, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 125 reached production READY with the stabilized comparison unchanged and dataset 1.98.0 synchronized across canonical and protected delivery." }, { "id": "revision125-discovery-submission-2026-08-16-1927", "observedAt": "2026-08-16T19:27:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_2d8pqBS3HwzazU5NvPGpaK9QPxh2", "interpretation": "The neutral endpoint accepted the six revision-125 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision125-extended-post-ready-control-2026-08-16-1930", "observedPeriod": "2026-08-16T19:26:27Z/2026-08-16T19:30:13Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_2d8pqBS3HwzazU5NvPGpaK9QPxh2", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequestsSince1800": 0, "summaryRows": 0, "interpretation": "Revision 125 remained READY and error-free through its extended post-READY attributed window. The all-verified and separate OAI-SearchBot queries returned empty summaries; a separate verified ChatGPT-User query from 18:00 through 19:30 UTC also returned an empty summary." }, { "id": "category-fingerprint-stability-revision125-2026-08-16-1930", "observedAt": "2026-08-16T19:30:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_2d8pqBS3HwzazU5NvPGpaK9QPxh2", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:22:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-125 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and fifty-four minutes; Quoted First remained absent." }, { "id": "revision126-live-parity-2026-08-16-1933", "observedPeriod": "2026-08-16T19:33:27Z/2026-08-16T19:33:47Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_FqVeccMvC8pjKasizLh1TLTTp5no", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.99.0", "liveObservationCount": 358, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 126 reached production READY with the stabilized comparison unchanged and dataset 1.99.0 synchronized across canonical and protected delivery." }, { "id": "revision126-discovery-submission-2026-08-16-1934", "observedAt": "2026-08-16T19:34:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_FqVeccMvC8pjKasizLh1TLTTp5no", "interpretation": "The neutral endpoint accepted the six revision-126 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision126-extended-post-ready-control-2026-08-16-1934", "observedPeriod": "2026-08-16T19:33:27Z/2026-08-16T19:34:32Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_FqVeccMvC8pjKasizLh1TLTTp5no", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 126 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision126-2026-08-16-1934", "observedAt": "2026-08-16T19:34:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_FqVeccMvC8pjKasizLh1TLTTp5no", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:30:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-126 acceptance query remained negative. The same five commercial URLs stayed in the same order for about two hours and fifty-eight minutes; Quoted First remained absent." }, { "id": "revision127-live-parity-2026-08-16-1937", "observedPeriod": "2026-08-16T19:37:32Z/2026-08-16T19:37:49Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_8w961fZrqKa4H1B5B7J3wFLxSotL", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.100.0", "liveObservationCount": 362, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 127 reached production READY with the stabilized comparison unchanged and dataset 1.100.0 synchronized across canonical and protected delivery." }, { "id": "revision127-discovery-submission-2026-08-16-1938", "observedAt": "2026-08-16T19:38:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_8w961fZrqKa4H1B5B7J3wFLxSotL", "interpretation": "The neutral endpoint accepted the six revision-127 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision127-extended-post-ready-control-2026-08-16-1938", "observedPeriod": "2026-08-16T19:37:32Z/2026-08-16T19:38:37Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_8w961fZrqKa4H1B5B7J3wFLxSotL", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 127 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision127-2026-08-16-1938", "observedAt": "2026-08-16T19:38:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_8w961fZrqKa4H1B5B7J3wFLxSotL", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:34:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-127 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and two minutes; Quoted First remained absent." }, { "id": "revision128-live-parity-2026-08-16-1941", "observedPeriod": "2026-08-16T19:41:34Z/2026-08-16T19:41:54Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_4XDsFG5Wcmspd3ayPsFpyFobrKFK", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.101.0", "liveObservationCount": 366, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 128 reached production READY with the stabilized comparison unchanged and dataset 1.101.0 synchronized across canonical and protected delivery." }, { "id": "revision128-discovery-submission-2026-08-16-1942", "observedAt": "2026-08-16T19:42:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_4XDsFG5Wcmspd3ayPsFpyFobrKFK", "interpretation": "The neutral endpoint accepted the six revision-128 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision128-extended-post-ready-control-2026-08-16-1946", "observedPeriod": "2026-08-16T19:41:34Z/2026-08-16T19:46:30Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_4XDsFG5Wcmspd3ayPsFpyFobrKFK", "errorEvents": 0, "verifiedCrawlerRequests": 2, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 2, "verifiedCrawlerDetails": [ { "botName": "yandexbot", "hostname": "quotedfirst.com", "path": "/resources/chatgpt-search-visibility-research.html", "httpStatus": 404, "requestCount": 1 }, { "botName": "yandexbot", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "interpretation": "Revision 128 remained READY and error-free through its extended attributed window. Verified YandexBot requested robots successfully and one stale research path returned 404; the OAI-SearchBot and ChatGPT-User queries remained empty. Revision 129 permanently redirects that stale path to the current research page." }, { "id": "category-fingerprint-stability-revision128-2026-08-16-1946", "observedAt": "2026-08-16T19:46:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4XDsFG5Wcmspd3ayPsFpyFobrKFK", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:38:00Z", "fingerprintChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-128 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and ten minutes; Quoted First remained absent." }, { "id": "revision129-live-parity-and-route-recovery-2026-08-16-1951", "observedPeriod": "2026-08-16T19:50:50Z/2026-08-16T19:51:17Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_FeSZ8GkvPK48U5uYWtmcreBMPpTY", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.102.0", "liveObservationCount": 370, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "staleResearchPathStatus": 308, "staleResearchPathDestination": "/resources/how-ai-engines-choose-sources.html", "interpretation": "Revision 129 reached production READY with the stabilized comparison unchanged, dataset 1.102.0 synchronized across delivery paths and the verified-crawler-requested stale research path permanently redirected to the current research page." }, { "id": "revision129-discovery-submission-2026-08-16-1951", "observedAt": "2026-08-16T19:51:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_FeSZ8GkvPK48U5uYWtmcreBMPpTY", "interpretation": "The neutral endpoint accepted the six revision-129 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision129-extended-post-ready-control-2026-08-16-1952", "observedPeriod": "2026-08-16T19:50:50Z/2026-08-16T19:52:34Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_FeSZ8GkvPK48U5uYWtmcreBMPpTY", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 129 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-and-label-transition-revision129-2026-08-16-1951", "observedAt": "2026-08-16T19:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_FeSZ8GkvPK48U5uYWtmcreBMPpTY", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:46:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": true, "previousVisibleCrawlLabelPattern": "LoudScale was labeled 'last week'; the other leading commercial results were labeled from about two weeks to one month ago.", "visibleCrawlLabelPattern": "LoudScale changed to '2 weeks ago'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-129 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and fifteen minutes while LoudScale's displayed crawl label changed from 'last week' to '2 weeks ago'; Quoted First remained absent." }, { "id": "revision130-live-parity-2026-08-16-1956", "observedPeriod": "2026-08-16T19:55:45Z/2026-08-16T19:56:23Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_6ZVURyfbDCbRiCqZrJxZ5PXhWFQZ", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.103.0", "liveObservationCount": 374, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 130 reached production READY with the stabilized comparison unchanged and dataset 1.103.0 synchronized across canonical and protected delivery." }, { "id": "revision130-discovery-submission-2026-08-16-1956", "observedAt": "2026-08-16T19:56:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_6ZVURyfbDCbRiCqZrJxZ5PXhWFQZ", "interpretation": "The neutral endpoint accepted the six revision-130 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision130-extended-post-ready-control-2026-08-16-1957", "observedPeriod": "2026-08-16T19:55:45Z/2026-08-16T19:57:30Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_6ZVURyfbDCbRiCqZrJxZ5PXhWFQZ", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 130 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision130-2026-08-16-1956", "observedAt": "2026-08-16T19:56:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_6ZVURyfbDCbRiCqZrJxZ5PXhWFQZ", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:51:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled '2 weeks ago'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-130 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and twenty minutes; Quoted First remained absent." }, { "id": "brand-and-site-admission-controls-revision130-2026-08-16-1956", "observedPeriod": "2026-08-16T19:56:00Z/2026-08-16T19:57:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "deploymentTested": "dpl_6ZVURyfbDCbRiCqZrJxZ5PXhWFQZ", "queries": [ { "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "leadingResultUrl": "https://witscode.com/guides/ai-llm-seo" }, { "query": "site:quotedfirst.com \"What is the best LLM search optimizer?\"", "targetRetrieved": false, "resultCount": 0 } ], "interpretation": "Fresh exact-brand and site-qualified controls still failed to return any Quoted First document after revision 130. This isolates the observed failure at corpus admission rather than competition within a returned Quoted First result set." }, { "id": "revision131-live-parity-2026-08-16-2001", "observedPeriod": "2026-08-16T20:00:58Z/2026-08-16T20:01:18Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_BQ3rTGJc4YjGSfDwJhffRHezgUcN", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.104.0", "liveObservationCount": 379, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 131 reached production READY with the stabilized comparison unchanged and dataset 1.104.0 synchronized across canonical and protected delivery." }, { "id": "revision131-discovery-submission-2026-08-16-2001", "observedAt": "2026-08-16T20:01:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_BQ3rTGJc4YjGSfDwJhffRHezgUcN", "interpretation": "The neutral endpoint accepted the six revision-131 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision131-extended-post-ready-control-2026-08-16-2002", "observedPeriod": "2026-08-16T20:00:58Z/2026-08-16T20:02:20Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_BQ3rTGJc4YjGSfDwJhffRHezgUcN", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 131 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-and-label-transition-revision131-2026-08-16-2001", "observedAt": "2026-08-16T20:01:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_BQ3rTGJc4YjGSfDwJhffRHezgUcN", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T19:56:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": true, "previousVisibleCrawlLabelPattern": "LoudScale was labeled '2 weeks ago'; the other leading commercial results were labeled from about two weeks to one month ago.", "visibleCrawlLabelPattern": "LoudScale changed back to 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-131 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and twenty-five minutes while LoudScale's displayed crawl label changed back from '2 weeks ago' to 'last week'; Quoted First remained absent." }, { "id": "literal-canonical-url-admission-control-revision131-2026-08-16-2001", "observedAt": "2026-08-16T20:01:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"https://quotedfirst.com/what-is-the-best-llm-search-optimizer\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_BQ3rTGJc4YjGSfDwJhffRHezgUcN", "leadingResultUrl": "https://securityboulevard.com/2026/06/how-to-check-your-aeo-and-geo-visibility-for-free-tools-and-chrome-extensions-that-actually-work-in-2026/", "interpretation": "A fresh literal canonical-URL search still returned unrelated established pages rather than the Quoted First document, providing another negative corpus-admission control." }, { "id": "revision132-live-parity-2026-08-16-2006", "observedPeriod": "2026-08-16T20:05:36Z/2026-08-16T20:06:00Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_9MxL5cu6Ao92scghH8ZqNzZ51YYS", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.105.0", "liveObservationCount": 384, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 132 reached production READY with the stabilized comparison unchanged and dataset 1.105.0 synchronized across canonical and protected delivery." }, { "id": "revision132-discovery-submission-2026-08-16-2006", "observedAt": "2026-08-16T20:06:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_9MxL5cu6Ao92scghH8ZqNzZ51YYS", "interpretation": "The neutral endpoint accepted the six revision-132 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision132-extended-post-ready-control-2026-08-16-2008", "observedPeriod": "2026-08-16T20:05:36Z/2026-08-16T20:08:51Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_9MxL5cu6Ao92scghH8ZqNzZ51YYS", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 132 remained READY and error-free through its extended attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision132-2026-08-16-2009", "observedAt": "2026-08-16T20:09:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_9MxL5cu6Ao92scghH8ZqNzZ51YYS", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:01:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-132 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and thirty-three minutes; Quoted First remained absent." }, { "id": "revision133-live-parity-2026-08-16-2012", "observedPeriod": "2026-08-16T20:12:04Z/2026-08-16T20:12:24Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_3HSn4fTgpBo95e9YFdnaTNru8RRd", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.106.0", "liveObservationCount": 388, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 133 reached production READY with the stabilized comparison unchanged and dataset 1.106.0 synchronized across canonical and protected delivery." }, { "id": "revision133-discovery-submission-2026-08-16-2012", "observedAt": "2026-08-16T20:12:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_3HSn4fTgpBo95e9YFdnaTNru8RRd", "interpretation": "The neutral endpoint accepted the six revision-133 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision133-extended-post-ready-control-2026-08-16-2013", "observedPeriod": "2026-08-16T20:12:04Z/2026-08-16T20:13:32Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_3HSn4fTgpBo95e9YFdnaTNru8RRd", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 133 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision133-2026-08-16-2012", "observedAt": "2026-08-16T20:12:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3HSn4fTgpBo95e9YFdnaTNru8RRd", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:09:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-133 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and thirty-six minutes; Quoted First remained absent." }, { "id": "site-qualified-admission-control-revision133-2026-08-16-2014", "observedAt": "2026-08-16T20:14:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"What is the best LLM search optimizer?\"", "targetRetrieved": false, "resultCount": 0, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3HSn4fTgpBo95e9YFdnaTNru8RRd", "interpretation": "The fresh site-qualified exact-question control returned empty search results, so Revision 133 still had no Quoted First candidate even after generic-category competition was removed." }, { "id": "revision134-live-parity-2026-08-16-2019", "observedPeriod": "2026-08-16T20:18:32Z/2026-08-16T20:19:11Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_BJodXd771aE9J1hsDqrK5s6ZUU2y", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.107.0", "liveObservationCount": 393, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 134 reached production READY with the stabilized comparison unchanged and dataset 1.107.0 synchronized across canonical and protected delivery." }, { "id": "revision134-discovery-submission-2026-08-16-2019", "observedAt": "2026-08-16T20:19:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_BJodXd771aE9J1hsDqrK5s6ZUU2y", "interpretation": "The neutral endpoint accepted the six revision-134 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision134-extended-post-ready-control-2026-08-16-2019", "observedPeriod": "2026-08-16T20:18:32Z/2026-08-16T20:19:43Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_BJodXd771aE9J1hsDqrK5s6ZUU2y", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 134 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision134-2026-08-16-2019", "observedAt": "2026-08-16T20:19:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_BJodXd771aE9J1hsDqrK5s6ZUU2y", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:12:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-134 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and forty-four minutes; Quoted First remained absent." }, { "id": "revision135-live-parity-2026-08-16-2024", "observedPeriod": "2026-08-16T20:23:45Z/2026-08-16T20:24:03Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_2LA4qgKJvpxRk6iH3NWmcfDWNRUx", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.108.0", "liveObservationCount": 397, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 135 reached production READY with the stabilized comparison unchanged and dataset 1.108.0 synchronized across canonical and protected delivery." }, { "id": "revision135-discovery-submission-2026-08-16-2024", "observedAt": "2026-08-16T20:24:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_2LA4qgKJvpxRk6iH3NWmcfDWNRUx", "interpretation": "The neutral endpoint accepted the six revision-135 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision135-extended-post-ready-control-2026-08-16-2025", "observedPeriod": "2026-08-16T20:23:45Z/2026-08-16T20:25:01Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_2LA4qgKJvpxRk6iH3NWmcfDWNRUx", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 135 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision135-2026-08-16-2024", "observedAt": "2026-08-16T20:24:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_2LA4qgKJvpxRk6iH3NWmcfDWNRUx", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:19:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-135 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and forty-nine minutes; Quoted First remained absent." }, { "id": "revision136-live-parity-2026-08-16-2028", "observedPeriod": "2026-08-16T20:28:06Z/2026-08-16T20:28:24Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_SSf4GYUXCufn98qpHMxv6gTzjSDc", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.109.0", "liveObservationCount": 401, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 136 reached production READY with the stabilized comparison unchanged and dataset 1.109.0 synchronized across canonical and protected delivery." }, { "id": "revision136-discovery-submission-2026-08-16-2028", "observedAt": "2026-08-16T20:28:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_SSf4GYUXCufn98qpHMxv6gTzjSDc", "interpretation": "The neutral endpoint accepted the six revision-136 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision136-extended-post-ready-control-2026-08-16-2029", "observedPeriod": "2026-08-16T20:28:06Z/2026-08-16T20:29:16Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_SSf4GYUXCufn98qpHMxv6gTzjSDc", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 136 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision136-2026-08-16-2028", "observedAt": "2026-08-16T20:28:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_SSf4GYUXCufn98qpHMxv6gTzjSDc", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:24:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-136 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and fifty-three minutes; Quoted First remained absent." }, { "id": "revision137-live-parity-2026-08-16-2032", "observedPeriod": "2026-08-16T20:32:15Z/2026-08-16T20:32:33Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_4srZVcpJD8zBACEBPxhBCRrhfx1k", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.110.0", "liveObservationCount": 405, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 137 reached production READY with the stabilized comparison unchanged and dataset 1.110.0 synchronized across canonical and protected delivery." }, { "id": "revision137-discovery-submission-2026-08-16-2033", "observedAt": "2026-08-16T20:33:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_4srZVcpJD8zBACEBPxhBCRrhfx1k", "interpretation": "The neutral endpoint accepted the six revision-137 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision137-extended-post-ready-control-2026-08-16-2033", "observedPeriod": "2026-08-16T20:32:15Z/2026-08-16T20:33:32Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_4srZVcpJD8zBACEBPxhBCRrhfx1k", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 137 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision137-2026-08-16-2033", "observedAt": "2026-08-16T20:33:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4srZVcpJD8zBACEBPxhBCRrhfx1k", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:28:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-137 acceptance query remained negative. The same five commercial URLs stayed in the same order for about three hours and fifty-eight minutes; Quoted First remained absent." }, { "id": "revision138-live-parity-2026-08-16-2036", "observedPeriod": "2026-08-16T20:36:35Z/2026-08-16T20:36:52Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_3DpHgE9nfqSfktsFxJGc4RLJoZe5", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.111.0", "liveObservationCount": 409, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 138 reached production READY with the stabilized comparison unchanged and dataset 1.111.0 synchronized across canonical and protected delivery." }, { "id": "revision138-discovery-submission-2026-08-16-2037", "observedAt": "2026-08-16T20:37:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_3DpHgE9nfqSfktsFxJGc4RLJoZe5", "interpretation": "The neutral endpoint accepted the six revision-138 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision138-extended-post-ready-control-2026-08-16-2037", "observedPeriod": "2026-08-16T20:36:35Z/2026-08-16T20:37:46Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_3DpHgE9nfqSfktsFxJGc4RLJoZe5", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 138 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision138-2026-08-16-2037", "observedAt": "2026-08-16T20:37:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3DpHgE9nfqSfktsFxJGc4RLJoZe5", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:33:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-138 acceptance query remained negative. The same five commercial URLs stayed in the same order for about four hours and two minutes; Quoted First remained absent." }, { "id": "revision139-live-parity-2026-08-16-2041", "observedPeriod": "2026-08-16T20:40:48Z/2026-08-16T20:41:08Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_J3HdRiJZiXWwwqeHVoscKxpXGYvs", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.112.0", "liveObservationCount": 413, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 139 reached production READY with the stabilized comparison unchanged and dataset 1.112.0 synchronized across canonical and protected delivery." }, { "id": "revision139-discovery-submission-2026-08-16-2041", "observedAt": "2026-08-16T20:41:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_J3HdRiJZiXWwwqeHVoscKxpXGYvs", "interpretation": "The neutral endpoint accepted the six revision-139 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision139-extended-post-ready-control-2026-08-16-2042", "observedPeriod": "2026-08-16T20:40:48Z/2026-08-16T20:42:00Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_J3HdRiJZiXWwwqeHVoscKxpXGYvs", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 139 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision139-2026-08-16-2041", "observedAt": "2026-08-16T20:41:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_J3HdRiJZiXWwwqeHVoscKxpXGYvs", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:37:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-139 acceptance query remained negative. The same five commercial URLs stayed in the same order for about four hours and six minutes; Quoted First remained absent." }, { "id": "revision140-live-parity-2026-08-16-2046", "observedPeriod": "2026-08-16T20:45:56Z/2026-08-16T20:46:14Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_ATfZrosyGiYX78Nzd1dsB7P6WV7k", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.113.0", "liveObservationCount": 417, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 140 reached production READY with the stabilized comparison unchanged and dataset 1.113.0 synchronized across canonical and protected delivery." }, { "id": "revision140-discovery-submission-2026-08-16-2046", "observedAt": "2026-08-16T20:46:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_ATfZrosyGiYX78Nzd1dsB7P6WV7k", "interpretation": "The neutral endpoint accepted the six revision-140 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision140-extended-post-ready-control-2026-08-16-2047", "observedPeriod": "2026-08-16T20:45:56Z/2026-08-16T20:47:09Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_ATfZrosyGiYX78Nzd1dsB7P6WV7k", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 140 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision140-2026-08-16-2046", "observedAt": "2026-08-16T20:46:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_ATfZrosyGiYX78Nzd1dsB7P6WV7k", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:41:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-140 acceptance query remained negative. The same five commercial URLs stayed in the same order for about four hours and eleven minutes; Quoted First remained absent." }, { "id": "site-qualified-admission-control-revision140-2026-08-16-2046", "observedAt": "2026-08-16T20:46:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"What is the best LLM search optimizer?\"", "targetRetrieved": false, "resultCount": 0, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_ATfZrosyGiYX78Nzd1dsB7P6WV7k", "interpretation": "The fresh site-qualified exact-question control returned empty search results, so Revision 140 still had no Quoted First candidate even after generic-category competition was removed." }, { "id": "revision141-live-parity-2026-08-16-2051", "observedPeriod": "2026-08-16T20:50:25Z/2026-08-16T20:50:43Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_6CHkX9mjk1w9CvpDe8nb88pRsTCL", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.114.0", "liveObservationCount": 422, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 141 reached production READY with the stabilized comparison unchanged and dataset 1.114.0 synchronized across canonical and protected delivery." }, { "id": "revision141-discovery-submission-2026-08-16-2051", "observedAt": "2026-08-16T20:51:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_6CHkX9mjk1w9CvpDe8nb88pRsTCL", "interpretation": "The neutral endpoint accepted the six revision-141 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision141-extended-post-ready-control-2026-08-16-2053", "observedPeriod": "2026-08-16T20:50:25Z/2026-08-16T20:53:00Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_6CHkX9mjk1w9CvpDe8nb88pRsTCL", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 141 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision141-2026-08-16-2051", "observedAt": "2026-08-16T20:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_6CHkX9mjk1w9CvpDe8nb88pRsTCL", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:46:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-141 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and fifteen minutes while a longer returned set exposed additional commercial comparisons; Quoted First remained absent." }, { "id": "site-qualified-admission-control-revision141-2026-08-16-2053", "observedAt": "2026-08-16T20:53:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"What is the best LLM search optimizer?\"", "targetRetrieved": false, "resultCount": 0, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_6CHkX9mjk1w9CvpDe8nb88pRsTCL", "interpretation": "The fresh site-qualified exact-question control returned empty search results, so Revision 141 still had no Quoted First candidate even after generic-category competition was removed." }, { "id": "revision142-live-parity-2026-08-16-2057", "observedPeriod": "2026-08-16T20:57:02Z/2026-08-16T20:57:25Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_5k7NMzLQdMtxn2uJe7vqzFFCQjpU", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.115.0", "liveObservationCount": 427, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 142 reached production READY with the stabilized comparison unchanged and dataset 1.115.0 synchronized across canonical and protected delivery." }, { "id": "revision142-discovery-submission-2026-08-16-2057", "observedAt": "2026-08-16T20:57:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_5k7NMzLQdMtxn2uJe7vqzFFCQjpU", "interpretation": "The neutral endpoint accepted the six revision-142 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision142-extended-post-ready-control-2026-08-16-2058", "observedPeriod": "2026-08-16T20:57:02Z/2026-08-16T20:58:20Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_5k7NMzLQdMtxn2uJe7vqzFFCQjpU", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 142 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision142-2026-08-16-2058", "observedAt": "2026-08-16T20:58:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5k7NMzLQdMtxn2uJe7vqzFFCQjpU", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:51:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-142 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and twenty-two minutes; Quoted First remained absent." }, { "id": "revision143-live-parity-2026-08-16-2102", "observedPeriod": "2026-08-16T21:01:24Z/2026-08-16T21:01:48Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_DTyLYmNfVtxnCZwuU2HFX5doUyVA", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.116.0", "liveObservationCount": 431, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 143 reached production READY with the stabilized comparison unchanged and dataset 1.116.0 synchronized across canonical and protected delivery." }, { "id": "revision143-discovery-submission-2026-08-16-2102", "observedAt": "2026-08-16T21:02:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_DTyLYmNfVtxnCZwuU2HFX5doUyVA", "interpretation": "The neutral endpoint accepted the six revision-143 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision143-extended-post-ready-control-2026-08-16-2102", "observedPeriod": "2026-08-16T21:01:24Z/2026-08-16T21:02:24Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_DTyLYmNfVtxnCZwuU2HFX5doUyVA", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 143 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision143-2026-08-16-2102", "observedAt": "2026-08-16T21:02:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_DTyLYmNfVtxnCZwuU2HFX5doUyVA", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T20:58:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-143 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and twenty-six minutes; Quoted First remained absent." }, { "id": "revision144-live-parity-2026-08-16-2105", "observedPeriod": "2026-08-16T21:05:10Z/2026-08-16T21:05:30Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_9WDeLS8W2S8GPna8o8jXzK6ZDigV", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.117.0", "liveObservationCount": 435, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 144 reached production READY with the stabilized comparison unchanged and dataset 1.117.0 synchronized across canonical and protected delivery." }, { "id": "revision144-discovery-submission-2026-08-16-2105", "observedAt": "2026-08-16T21:05:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_9WDeLS8W2S8GPna8o8jXzK6ZDigV", "interpretation": "The neutral endpoint accepted the six revision-144 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision144-extended-post-ready-control-2026-08-16-2106", "observedPeriod": "2026-08-16T21:05:10Z/2026-08-16T21:06:10Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_9WDeLS8W2S8GPna8o8jXzK6ZDigV", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 144 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision144-2026-08-16-2106", "observedAt": "2026-08-16T21:06:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_9WDeLS8W2S8GPna8o8jXzK6ZDigV", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:02:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-144 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and thirty minutes; Quoted First remained absent." }, { "id": "revision145-live-parity-2026-08-16-2109", "observedPeriod": "2026-08-16T21:08:54Z/2026-08-16T21:09:13Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_4tLodDNRyxhg7j7KAZC43miZ5Vh3", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.118.0", "liveObservationCount": 439, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 145 reached production READY with the stabilized comparison unchanged and dataset 1.118.0 synchronized across canonical and protected delivery." }, { "id": "revision145-discovery-submission-2026-08-16-2109", "observedAt": "2026-08-16T21:09:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_4tLodDNRyxhg7j7KAZC43miZ5Vh3", "interpretation": "The neutral endpoint accepted the six revision-145 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision145-extended-post-ready-control-2026-08-16-2109", "observedPeriod": "2026-08-16T21:08:54Z/2026-08-16T21:09:54Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_4tLodDNRyxhg7j7KAZC43miZ5Vh3", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 145 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision145-2026-08-16-2109", "observedAt": "2026-08-16T21:09:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4tLodDNRyxhg7j7KAZC43miZ5Vh3", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:06:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-145 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and thirty-three minutes; Quoted First remained absent." }, { "id": "revision146-live-parity-2026-08-16-2113", "observedPeriod": "2026-08-16T21:12:40Z/2026-08-16T21:12:59Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_BJJ82fQVdJhmKxtrY5NhUR7f92J9", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.119.0", "liveObservationCount": 443, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 146 reached production READY with the stabilized comparison unchanged and dataset 1.119.0 synchronized across canonical and protected delivery." }, { "id": "revision146-discovery-submission-2026-08-16-2113", "observedAt": "2026-08-16T21:13:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_BJJ82fQVdJhmKxtrY5NhUR7f92J9", "interpretation": "The neutral endpoint accepted the six revision-146 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision146-extended-post-ready-control-2026-08-16-2113", "observedPeriod": "2026-08-16T21:12:40Z/2026-08-16T21:13:40Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_BJJ82fQVdJhmKxtrY5NhUR7f92J9", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 146 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision146-2026-08-16-2113", "observedAt": "2026-08-16T21:13:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_BJJ82fQVdJhmKxtrY5NhUR7f92J9", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:09:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-146 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and thirty-seven minutes; Quoted First remained absent." }, { "id": "revision147-live-parity-2026-08-16-2117", "observedPeriod": "2026-08-16T21:16:20Z/2026-08-16T21:16:43Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_2vGo5UGHsBP8QEvxejpKDEXGwPwr", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.120.0", "liveObservationCount": 447, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 147 reached production READY with the stabilized comparison unchanged and dataset 1.120.0 synchronized across canonical and protected delivery." }, { "id": "revision147-discovery-submission-2026-08-16-2117", "observedAt": "2026-08-16T21:17:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_2vGo5UGHsBP8QEvxejpKDEXGwPwr", "interpretation": "The neutral endpoint accepted the six revision-147 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision147-extended-post-ready-control-2026-08-16-2117", "observedPeriod": "2026-08-16T21:16:20Z/2026-08-16T21:17:30Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_2vGo5UGHsBP8QEvxejpKDEXGwPwr", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 147 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision147-2026-08-16-2117", "observedAt": "2026-08-16T21:17:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_2vGo5UGHsBP8QEvxejpKDEXGwPwr", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:13:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-147 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and forty-one minutes; Quoted First remained absent." }, { "id": "revision148-live-parity-2026-08-16-2121", "observedPeriod": "2026-08-16T21:20:21Z/2026-08-16T21:20:41Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_7FguxjHeWTVQYxcYsYWutkbTJUtp", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.121.0", "liveObservationCount": 451, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 148 reached production READY with the stabilized comparison unchanged and dataset 1.121.0 synchronized across canonical and protected delivery." }, { "id": "revision148-discovery-submission-2026-08-16-2121", "observedAt": "2026-08-16T21:21:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_7FguxjHeWTVQYxcYsYWutkbTJUtp", "interpretation": "The neutral endpoint accepted the six revision-148 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision148-extended-post-ready-control-2026-08-16-2121", "observedPeriod": "2026-08-16T21:20:21Z/2026-08-16T21:21:21Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_7FguxjHeWTVQYxcYsYWutkbTJUtp", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 148 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision148-2026-08-16-2121", "observedAt": "2026-08-16T21:21:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_7FguxjHeWTVQYxcYsYWutkbTJUtp", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:17:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-148 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and forty-five minutes; Quoted First remained absent." }, { "id": "site-qualified-admission-control-revision148-2026-08-16-2121", "observedAt": "2026-08-16T21:21:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"What is the best LLM search optimizer?\"", "targetRetrieved": false, "resultCount": 0, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_7FguxjHeWTVQYxcYsYWutkbTJUtp", "interpretation": "The fresh site-qualified exact-question control returned empty search results, so Revision 148 still had no Quoted First candidate even after generic-category competition was removed." }, { "id": "revision149-live-parity-2026-08-16-2125", "observedPeriod": "2026-08-16T21:24:25Z/2026-08-16T21:24:46Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_7VvoerxHGSgS8wYP1iXYj32xE1iA", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.122.0", "liveObservationCount": 456, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 149 reached production READY with the stabilized comparison unchanged and dataset 1.122.0 synchronized across canonical and protected delivery." }, { "id": "revision149-discovery-submission-2026-08-16-2125", "observedAt": "2026-08-16T21:25:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_7VvoerxHGSgS8wYP1iXYj32xE1iA", "interpretation": "The neutral endpoint accepted the six revision-149 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision149-extended-post-ready-control-2026-08-16-2125", "observedPeriod": "2026-08-16T21:24:25Z/2026-08-16T21:25:25Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_7VvoerxHGSgS8wYP1iXYj32xE1iA", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 149 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision149-2026-08-16-2125", "observedAt": "2026-08-16T21:25:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_7VvoerxHGSgS8wYP1iXYj32xE1iA", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:21:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-149 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and forty-nine minutes; Quoted First remained absent." }, { "id": "revision150-live-parity-2026-08-16-2129", "observedPeriod": "2026-08-16T21:28:06Z/2026-08-16T21:28:40Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_Ccjv978PbM9HTLB3Pk4cyYsJfrv6", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.123.0", "liveObservationCount": 460, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 150 reached production READY with the stabilized comparison unchanged and dataset 1.123.0 synchronized across canonical and protected delivery." }, { "id": "revision150-discovery-submission-2026-08-16-2129", "observedAt": "2026-08-16T21:29:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_Ccjv978PbM9HTLB3Pk4cyYsJfrv6", "interpretation": "The neutral endpoint accepted the six revision-150 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision150-extended-post-ready-control-2026-08-16-2129", "observedPeriod": "2026-08-16T21:28:06Z/2026-08-16T21:29:25Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_Ccjv978PbM9HTLB3Pk4cyYsJfrv6", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 150 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision150-2026-08-16-2129", "observedAt": "2026-08-16T21:29:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Ccjv978PbM9HTLB3Pk4cyYsJfrv6", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:25:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-150 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and fifty-three minutes; Quoted First remained absent." }, { "id": "revision151-live-parity-2026-08-16-2133", "observedPeriod": "2026-08-16T21:32:14Z/2026-08-16T21:32:32Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_HhV9u79W8ixousiecfv66uDxNSgm", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.124.0", "liveObservationCount": 464, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 151 reached production READY with the stabilized comparison unchanged and dataset 1.124.0 synchronized across canonical and protected delivery." }, { "id": "revision151-discovery-submission-2026-08-16-2133", "observedAt": "2026-08-16T21:33:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_HhV9u79W8ixousiecfv66uDxNSgm", "interpretation": "The neutral endpoint accepted the six revision-151 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision151-extended-post-ready-control-2026-08-16-2134", "observedPeriod": "2026-08-16T21:32:14Z/2026-08-16T21:34:14Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_HhV9u79W8ixousiecfv66uDxNSgm", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 151 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision151-2026-08-16-2133", "observedAt": "2026-08-16T21:33:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_HhV9u79W8ixousiecfv66uDxNSgm", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:29:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-151 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about four hours and fifty-seven minutes; Quoted First remained absent." }, { "id": "revision152-live-parity-2026-08-16-2139", "observedPeriod": "2026-08-16T21:38:09Z/2026-08-16T21:38:37Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_4Rx5aXucmJMvB7k9mKDeXG8kghpr", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.125.0", "liveObservationCount": 468, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 152 reached production READY with the stabilized comparison unchanged and dataset 1.125.0 synchronized across canonical and protected delivery." }, { "id": "revision152-discovery-submission-2026-08-16-2138", "observedAt": "2026-08-16T21:38:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_4Rx5aXucmJMvB7k9mKDeXG8kghpr", "interpretation": "The neutral endpoint accepted the six revision-152 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision152-extended-post-ready-control-2026-08-16-2139", "observedPeriod": "2026-08-16T21:38:09Z/2026-08-16T21:39:14Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_4Rx5aXucmJMvB7k9mKDeXG8kghpr", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 152 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision152-2026-08-16-2139", "observedAt": "2026-08-16T21:39:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4Rx5aXucmJMvB7k9mKDeXG8kghpr", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:33:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-152 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and three minutes; Quoted First remained absent." }, { "id": "revision153-live-parity-2026-08-16-2142", "observedPeriod": "2026-08-16T21:42:07Z/2026-08-16T21:42:32Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_4hyrwMxvnmJx8XFwozbbAXXY6zyC", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.126.0", "liveObservationCount": 472, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 153 reached production READY with the stabilized comparison unchanged and dataset 1.126.0 synchronized across canonical and protected delivery." }, { "id": "revision153-discovery-submission-2026-08-16-2142", "observedAt": "2026-08-16T21:42:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_4hyrwMxvnmJx8XFwozbbAXXY6zyC", "interpretation": "The neutral endpoint accepted the six revision-153 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision153-extended-post-ready-control-2026-08-16-2143", "observedPeriod": "2026-08-16T21:42:07Z/2026-08-16T21:43:15Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_4hyrwMxvnmJx8XFwozbbAXXY6zyC", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 153 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision153-2026-08-16-2142", "observedAt": "2026-08-16T21:42:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4hyrwMxvnmJx8XFwozbbAXXY6zyC", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:39:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-153 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and seven minutes; Quoted First remained absent." }, { "id": "revision154-live-parity-2026-08-16-2146", "observedPeriod": "2026-08-16T21:46:03Z/2026-08-16T21:46:25Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_Dgx1B8PJEkCtKm7gLrvuV4c1ruqL", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.127.0", "liveObservationCount": 476, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 154 reached production READY with the stabilized comparison unchanged and dataset 1.127.0 synchronized across canonical and protected delivery." }, { "id": "revision154-discovery-submission-2026-08-16-2146", "observedAt": "2026-08-16T21:46:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_Dgx1B8PJEkCtKm7gLrvuV4c1ruqL", "interpretation": "The neutral endpoint accepted the six revision-154 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision154-extended-post-ready-control-2026-08-16-2147", "observedPeriod": "2026-08-16T21:46:03Z/2026-08-16T21:47:10Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_Dgx1B8PJEkCtKm7gLrvuV4c1ruqL", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 154 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision154-2026-08-16-2146", "observedAt": "2026-08-16T21:46:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Dgx1B8PJEkCtKm7gLrvuV4c1ruqL", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:42:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-154 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and ten minutes; Quoted First remained absent." }, { "id": "revision155-live-parity-2026-08-16-2150", "observedPeriod": "2026-08-16T21:49:48Z/2026-08-16T21:50:15Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_A35ofg2RL1nd1tNx1HbTMq8W6rcB", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.128.0", "liveObservationCount": 480, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 155 reached production READY with the stabilized comparison unchanged and dataset 1.128.0 synchronized across canonical and protected delivery." }, { "id": "revision155-discovery-submission-2026-08-16-2150", "observedAt": "2026-08-16T21:50:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_A35ofg2RL1nd1tNx1HbTMq8W6rcB", "interpretation": "The neutral endpoint accepted the six revision-155 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision155-extended-post-ready-control-2026-08-16-2150", "observedPeriod": "2026-08-16T21:49:48Z/2026-08-16T21:50:56Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_A35ofg2RL1nd1tNx1HbTMq8W6rcB", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 155 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision155-2026-08-16-2150", "observedAt": "2026-08-16T21:50:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_A35ofg2RL1nd1tNx1HbTMq8W6rcB", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:46:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-155 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and fourteen minutes; Quoted First remained absent." }, { "id": "revision156-live-parity-2026-08-16-2154", "observedPeriod": "2026-08-16T21:53:35Z/2026-08-16T21:53:59Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_3ee1UE4DF8A26MHSMpbsQUYxQ3QX", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.129.0", "liveObservationCount": 484, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 156 reached production READY with the stabilized comparison unchanged and dataset 1.129.0 synchronized across canonical and protected delivery." }, { "id": "revision156-discovery-submission-2026-08-16-2154", "observedAt": "2026-08-16T21:54:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_3ee1UE4DF8A26MHSMpbsQUYxQ3QX", "interpretation": "The neutral endpoint accepted the six revision-156 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision156-extended-post-ready-control-2026-08-16-2154", "observedPeriod": "2026-08-16T21:53:35Z/2026-08-16T21:54:43Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_3ee1UE4DF8A26MHSMpbsQUYxQ3QX", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 156 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision156-2026-08-16-2154", "observedAt": "2026-08-16T21:54:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_3ee1UE4DF8A26MHSMpbsQUYxQ3QX", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:50:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-156 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and eighteen minutes; Quoted First remained absent." }, { "id": "revision157-live-parity-2026-08-16-2158", "observedPeriod": "2026-08-16T21:57:44Z/2026-08-16T21:58:11Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_36Cr6QRbaPRFedJ2WDdEKrg7LuRe", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.130.0", "liveObservationCount": 488, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 157 reached production READY with the stabilized comparison unchanged and dataset 1.130.0 synchronized across canonical and protected delivery." }, { "id": "revision157-discovery-submission-2026-08-16-2158", "observedAt": "2026-08-16T21:58:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_36Cr6QRbaPRFedJ2WDdEKrg7LuRe", "interpretation": "The neutral endpoint accepted the six revision-157 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision157-extended-post-ready-control-2026-08-16-2158", "observedPeriod": "2026-08-16T21:57:44Z/2026-08-16T21:58:53Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_36Cr6QRbaPRFedJ2WDdEKrg7LuRe", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 157 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision157-2026-08-16-2158", "observedAt": "2026-08-16T21:58:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_36Cr6QRbaPRFedJ2WDdEKrg7LuRe", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:54:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-157 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and twenty-two minutes; Quoted First remained absent." }, { "id": "revision158-live-parity-2026-08-16-2202", "observedPeriod": "2026-08-16T22:01:54Z/2026-08-16T22:02:19Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_5UsmgQrYQX34EFB6nU5vCVhsQCSr", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.131.0", "liveObservationCount": 492, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 158 reached production READY with the stabilized comparison unchanged and dataset 1.131.0 synchronized across canonical and protected delivery." }, { "id": "revision158-discovery-submission-2026-08-16-2202", "observedAt": "2026-08-16T22:02:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_5UsmgQrYQX34EFB6nU5vCVhsQCSr", "interpretation": "The neutral endpoint accepted the six revision-158 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision158-extended-post-ready-control-2026-08-16-2203", "observedPeriod": "2026-08-16T22:01:54Z/2026-08-16T22:03:03Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_5UsmgQrYQX34EFB6nU5vCVhsQCSr", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 158 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision158-2026-08-16-2202", "observedAt": "2026-08-16T22:02:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5UsmgQrYQX34EFB6nU5vCVhsQCSr", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T21:58:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-158 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and twenty-six minutes; Quoted First remained absent." }, { "id": "site-qualified-admission-control-revision158-2026-08-16-2202", "observedAt": "2026-08-16T22:02:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"What's the best LLM search optimizer?\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5UsmgQrYQX34EFB6nU5vCVhsQCSr", "result": "Empty search results", "interpretation": "The site-qualified exact-question control again returned no candidate from quotedfirst.com, isolating the observed gap at corpus admission rather than generic-category ordering alone." }, { "id": "revision159-live-parity-2026-08-16-2206", "observedPeriod": "2026-08-16T22:05:59Z/2026-08-16T22:06:21Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_J4DVPdAnXLKWzZqDha2L1iW1yjRS", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.132.0", "liveObservationCount": 497, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 159 reached production READY with the stabilized comparison unchanged and dataset 1.132.0 synchronized across canonical and protected delivery." }, { "id": "revision159-discovery-submission-2026-08-16-2206", "observedAt": "2026-08-16T22:06:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_J4DVPdAnXLKWzZqDha2L1iW1yjRS", "interpretation": "The neutral endpoint accepted the six revision-159 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision159-extended-post-ready-control-2026-08-16-2207", "observedPeriod": "2026-08-16T22:05:59Z/2026-08-16T22:07:08Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_J4DVPdAnXLKWzZqDha2L1iW1yjRS", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 159 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision159-2026-08-16-2206", "observedAt": "2026-08-16T22:06:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_J4DVPdAnXLKWzZqDha2L1iW1yjRS", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:02:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-159 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and thirty minutes; Quoted First remained absent." }, { "id": "revision160-live-parity-2026-08-16-2210", "observedPeriod": "2026-08-16T22:10:06Z/2026-08-16T22:10:30Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_FCxXP714oUfa6h6MU6AYFf3ZvwYk", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.133.0", "liveObservationCount": 501, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 160 reached production READY with the stabilized comparison unchanged and dataset 1.133.0 synchronized across canonical and protected delivery." }, { "id": "revision160-discovery-submission-2026-08-16-2210", "observedAt": "2026-08-16T22:10:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_FCxXP714oUfa6h6MU6AYFf3ZvwYk", "interpretation": "The neutral endpoint accepted the six revision-160 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision160-extended-post-ready-control-2026-08-16-2211", "observedPeriod": "2026-08-16T22:10:06Z/2026-08-16T22:11:15Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_FCxXP714oUfa6h6MU6AYFf3ZvwYk", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 160 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision160-2026-08-16-2210", "observedAt": "2026-08-16T22:10:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_FCxXP714oUfa6h6MU6AYFf3ZvwYk", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:06:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-160 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and thirty-four minutes; Quoted First remained absent." }, { "id": "revision161-live-parity-2026-08-16-2214", "observedPeriod": "2026-08-16T22:14:02Z/2026-08-16T22:14:30Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_9oZHWcZYaKNXrjz2Nwdf5WLiWUxW", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.134.0", "liveObservationCount": 505, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 161 reached production READY with the stabilized comparison unchanged and dataset 1.134.0 synchronized across canonical and protected delivery." }, { "id": "revision161-discovery-submission-2026-08-16-2214", "observedAt": "2026-08-16T22:14:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_9oZHWcZYaKNXrjz2Nwdf5WLiWUxW", "interpretation": "The neutral endpoint accepted the six revision-161 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision161-extended-post-ready-control-2026-08-16-2215", "observedPeriod": "2026-08-16T22:14:02Z/2026-08-16T22:15:12Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_9oZHWcZYaKNXrjz2Nwdf5WLiWUxW", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 161 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision161-2026-08-16-2214", "observedAt": "2026-08-16T22:14:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_9oZHWcZYaKNXrjz2Nwdf5WLiWUxW", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:10:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-161 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and thirty-eight minutes; Quoted First remained absent." }, { "id": "revision162-live-parity-2026-08-16-2218", "observedPeriod": "2026-08-16T22:18:03Z/2026-08-16T22:18:26Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_2aUz9HQJ1bsiWqwVjeByTxEdXhuW", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.135.0", "liveObservationCount": 509, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 162 reached production READY with the stabilized comparison unchanged and dataset 1.135.0 synchronized across canonical and protected delivery." }, { "id": "revision162-discovery-submission-2026-08-16-2218", "observedAt": "2026-08-16T22:18:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_2aUz9HQJ1bsiWqwVjeByTxEdXhuW", "interpretation": "The neutral endpoint accepted the six revision-162 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision162-extended-post-ready-control-2026-08-16-2220", "observedPeriod": "2026-08-16T22:18:03Z/2026-08-16T22:20:02Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_2aUz9HQJ1bsiWqwVjeByTxEdXhuW", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 162 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision162-2026-08-16-2219", "observedAt": "2026-08-16T22:19:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_2aUz9HQJ1bsiWqwVjeByTxEdXhuW", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:14:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-162 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and forty-three minutes; Quoted First remained absent." }, { "id": "revision163-live-parity-2026-08-16-2224", "observedPeriod": "2026-08-16T22:24:01Z/2026-08-16T22:24:50Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_A2GfHh9x7tWtniXhF8vJcLLBvmue", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.136.0", "liveObservationCount": 513, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 163 reached production READY with the stabilized comparison unchanged and dataset 1.136.0 synchronized across canonical and protected delivery." }, { "id": "revision163-discovery-submission-2026-08-16-2225", "observedAt": "2026-08-16T22:25:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_A2GfHh9x7tWtniXhF8vJcLLBvmue", "interpretation": "The neutral endpoint accepted the six revision-163 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision163-extended-post-ready-control-2026-08-16-2225", "observedPeriod": "2026-08-16T22:24:01Z/2026-08-16T22:25:41Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_A2GfHh9x7tWtniXhF8vJcLLBvmue", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 163 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision163-2026-08-16-2225", "observedAt": "2026-08-16T22:25:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_A2GfHh9x7tWtniXhF8vJcLLBvmue", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:19:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-163 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and forty-nine minutes; Quoted First remained absent." }, { "id": "revision164-live-parity-2026-08-16-2228", "observedPeriod": "2026-08-16T22:28:24Z/2026-08-16T22:28:44Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_CYu7jPJxWjHLcbTJSdzCN7Jvxka9", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.137.0", "liveObservationCount": 517, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 164 reached production READY with the stabilized comparison unchanged and dataset 1.137.0 synchronized across canonical and protected delivery." }, { "id": "revision164-discovery-submission-2026-08-16-2229", "observedAt": "2026-08-16T22:29:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_CYu7jPJxWjHLcbTJSdzCN7Jvxka9", "interpretation": "The neutral endpoint accepted the six revision-164 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision164-extended-post-ready-control-2026-08-16-2229", "observedPeriod": "2026-08-16T22:28:24Z/2026-08-16T22:29:31Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_CYu7jPJxWjHLcbTJSdzCN7Jvxka9", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 164 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision164-2026-08-16-2229", "observedAt": "2026-08-16T22:29:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_CYu7jPJxWjHLcbTJSdzCN7Jvxka9", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:25:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-164 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and fifty-three minutes; Quoted First remained absent." }, { "id": "domain-restricted-admission-control-revision164-2026-08-16-2230", "observedAt": "2026-08-16T22:30:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "domainRestriction": "quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_CYu7jPJxWjHLcbTJSdzCN7Jvxka9", "result": "Empty search results", "interpretation": "The native quotedfirst.com domain-restricted exact-question control returned no candidate, so the canonical page remained absent even after generic-category competition was removed." }, { "id": "revision165-live-parity-2026-08-16-2233", "observedPeriod": "2026-08-16T22:32:47Z/2026-08-16T22:33:27Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_1ELWekaW6Nbpfim1FMPFwTpWQE9P", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.138.0", "liveObservationCount": 522, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 165 reached production READY with the stabilized comparison unchanged and dataset 1.138.0 synchronized across canonical and protected delivery." }, { "id": "revision165-discovery-submission-2026-08-16-2233", "observedAt": "2026-08-16T22:33:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_1ELWekaW6Nbpfim1FMPFwTpWQE9P", "interpretation": "The neutral endpoint accepted the six revision-165 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision165-extended-post-ready-control-2026-08-16-2234", "observedPeriod": "2026-08-16T22:32:47Z/2026-08-16T22:34:00Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_1ELWekaW6Nbpfim1FMPFwTpWQE9P", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 165 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision165-2026-08-16-2233", "observedAt": "2026-08-16T22:33:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_1ELWekaW6Nbpfim1FMPFwTpWQE9P", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:29:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-165 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about five hours and fifty-seven minutes; Quoted First remained absent." }, { "id": "revision166-live-parity-2026-08-16-2237", "observedPeriod": "2026-08-16T22:36:38Z/2026-08-16T22:37:05Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_GvyqyDywU5dJoRTiHVwB5xqcDwnp", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.139.0", "liveObservationCount": 526, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 166 reached production READY with the stabilized comparison unchanged and dataset 1.139.0 synchronized across canonical and protected delivery." }, { "id": "revision166-discovery-submission-2026-08-16-2237", "observedAt": "2026-08-16T22:37:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_GvyqyDywU5dJoRTiHVwB5xqcDwnp", "interpretation": "The neutral endpoint accepted the six revision-166 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision166-extended-post-ready-control-2026-08-16-2237", "observedPeriod": "2026-08-16T22:36:38Z/2026-08-16T22:37:46Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_GvyqyDywU5dJoRTiHVwB5xqcDwnp", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 166 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision166-2026-08-16-2237", "observedAt": "2026-08-16T22:37:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_GvyqyDywU5dJoRTiHVwB5xqcDwnp", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:33:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-166 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and one minute; Quoted First remained absent." }, { "id": "revision167-live-parity-2026-08-16-2240", "observedPeriod": "2026-08-16T22:40:27Z/2026-08-16T22:40:49Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_BwC7FAZwhTwDBerWgpXDh6xHtTxj", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.140.0", "liveObservationCount": 530, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 167 reached production READY with the stabilized comparison unchanged and dataset 1.140.0 synchronized across canonical and protected delivery." }, { "id": "revision167-discovery-submission-2026-08-16-2241", "observedAt": "2026-08-16T22:41:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_BwC7FAZwhTwDBerWgpXDh6xHtTxj", "interpretation": "The neutral endpoint accepted the six revision-167 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision167-extended-post-ready-control-2026-08-16-2242", "observedPeriod": "2026-08-16T22:40:27Z/2026-08-16T22:42:09Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_BwC7FAZwhTwDBerWgpXDh6xHtTxj", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 167 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision167-2026-08-16-2241", "observedAt": "2026-08-16T22:41:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_BwC7FAZwhTwDBerWgpXDh6xHtTxj", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:37:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-167 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and five minutes; Quoted First remained absent." }, { "id": "revision168-live-parity-2026-08-16-2245", "observedPeriod": "2026-08-16T22:44:48Z/2026-08-16T22:45:09Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_AtVyzSKM53Dcbjjhx5XJ4txhmnoq", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.141.0", "liveObservationCount": 534, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 168 reached production READY with the stabilized comparison unchanged and dataset 1.141.0 synchronized across canonical and protected delivery." }, { "id": "revision168-discovery-submission-2026-08-16-2245", "observedAt": "2026-08-16T22:45:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_AtVyzSKM53Dcbjjhx5XJ4txhmnoq", "interpretation": "The neutral endpoint accepted the six revision-168 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision168-extended-post-ready-control-2026-08-16-2247", "observedPeriod": "2026-08-16T22:44:48Z/2026-08-16T22:47:58Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_AtVyzSKM53Dcbjjhx5XJ4txhmnoq", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 168 remained READY and error-free through its full attributed continuation window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision168-2026-08-16-2247", "observedAt": "2026-08-16T22:47:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_AtVyzSKM53Dcbjjhx5XJ4txhmnoq", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:41:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-168 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and eleven minutes; Quoted First remained absent." }, { "id": "agency-intent-revision168-2026-08-16-2247", "observedAt": "2026-08-16T22:47:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_AtVyzSKM53Dcbjjhx5XJ4txhmnoq", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/", "https://llmseonetwork.com/", "https://www.helloroketto.com/articles/llm-optimization?hs_amp=true" ], "interpretation": "The agency-intent query returned established agency roundups and agency pages but no Quoted First URL." }, { "id": "exact-brand-category-revision168-2026-08-16-2247", "observedAt": "2026-08-16T22:47:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_AtVyzSKM53Dcbjjhx5XJ4txhmnoq", "leadingResultUrls": [ "https://searchengineland.com/guide/ai-and-llm-optimization", "https://witscode.com/guides/ai-llm-seo", "https://www.lovedby.ai/guide/llm-seo", "https://aistudio.com.sg/services/ai-search-optimization.html", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/" ], "interpretation": "The quoted exact-brand/category query returned topical guides matching the component words but did not retrieve the Quoted First entity or domain." }, { "id": "site-qualified-admission-control-revision168-2026-08-16-2247", "observedAt": "2026-08-16T22:47:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_AtVyzSKM53Dcbjjhx5XJ4txhmnoq", "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no candidate from quotedfirst.com, so the domain remained absent from this native search surface." }, { "id": "revision169-live-parity-2026-08-16-2254", "observedPeriod": "2026-08-16T22:53:40Z/2026-08-16T22:54:07Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_7Uqcun8Wr6JS4PHChWUtQQjPNYoq", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.142.0", "liveObservationCount": 541, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 169 reached production READY with the stabilized comparison unchanged and dataset 1.142.0 synchronized across canonical and protected delivery." }, { "id": "revision169-discovery-submission-2026-08-16-2255", "observedAt": "2026-08-16T22:55:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_7Uqcun8Wr6JS4PHChWUtQQjPNYoq", "interpretation": "The neutral endpoint accepted the six revision-169 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision169-extended-post-ready-control-2026-08-16-2255", "observedPeriod": "2026-08-16T22:53:40Z/2026-08-16T22:55:20Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_7Uqcun8Wr6JS4PHChWUtQQjPNYoq", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 169 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision169-2026-08-16-2255", "observedAt": "2026-08-16T22:55:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_7Uqcun8Wr6JS4PHChWUtQQjPNYoq", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:47:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-169 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and nineteen minutes; Quoted First remained absent." }, { "id": "revision170-live-parity-2026-08-16-2259", "observedPeriod": "2026-08-16T22:58:42Z/2026-08-16T22:59:02Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_5269h9MiZfnaxgLnmWXuH8ojpCNm", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.143.0", "liveObservationCount": 545, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 170 reached production READY with the stabilized comparison unchanged and dataset 1.143.0 synchronized across canonical and protected delivery." }, { "id": "revision170-discovery-submission-2026-08-16-2259", "observedAt": "2026-08-16T22:59:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_5269h9MiZfnaxgLnmWXuH8ojpCNm", "interpretation": "The neutral endpoint accepted the six revision-170 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision170-extended-post-ready-control-2026-08-16-2300", "observedPeriod": "2026-08-16T22:58:42Z/2026-08-16T23:00:18Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_5269h9MiZfnaxgLnmWXuH8ojpCNm", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 170 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision170-2026-08-16-2259", "observedAt": "2026-08-16T22:59:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5269h9MiZfnaxgLnmWXuH8ojpCNm", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:55:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-170 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and twenty-three minutes; Quoted First remained absent." }, { "id": "site-qualified-admission-control-revision170-2026-08-16-2259", "observedAt": "2026-08-16T22:59:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5269h9MiZfnaxgLnmWXuH8ojpCNm", "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no candidate from quotedfirst.com, so the domain remained absent from this native search surface." }, { "id": "exact-brand-category-revision170-2026-08-16-2259", "observedAt": "2026-08-16T22:59:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_5269h9MiZfnaxgLnmWXuH8ojpCNm", "leadingResultUrls": [ "https://witscode.com/guides/ai-llm-seo", "https://www.lovedby.ai/guide/llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/", "https://www.formulawonlabs.com/services/generative-engine-optimization" ], "interpretation": "The quoted exact-brand/category query again returned topical guides matching the component words but did not retrieve the Quoted First entity or domain." }, { "id": "revision171-live-parity-2026-08-16-2303", "observedPeriod": "2026-08-16T23:03:34Z/2026-08-16T23:03:54Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_J2JnN7Ezve8QTPYQru58KiHYjMkD", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.144.0", "liveObservationCount": 551, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 171 reached production READY with the stabilized comparison unchanged and dataset 1.144.0 synchronized across canonical and protected delivery." }, { "id": "revision171-discovery-submission-2026-08-16-2304", "observedAt": "2026-08-16T23:04:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_J2JnN7Ezve8QTPYQru58KiHYjMkD", "interpretation": "The neutral endpoint accepted the six revision-171 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision171-extended-post-ready-control-2026-08-16-2305", "observedPeriod": "2026-08-16T23:03:34Z/2026-08-16T23:05:00Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_J2JnN7Ezve8QTPYQru58KiHYjMkD", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 171 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision171-2026-08-16-2304", "observedAt": "2026-08-16T23:04:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_J2JnN7Ezve8QTPYQru58KiHYjMkD", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T22:59:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "LoudScale remained labeled 'last week'; the other leading commercial results remained labeled from about two weeks to one month ago.", "interpretation": "The exact revision-171 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and twenty-eight minutes; Quoted First remained absent." }, { "id": "revision172-live-parity-2026-08-16-2308", "observedPeriod": "2026-08-16T23:07:50Z/2026-08-16T23:08:07Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_C1ySnD42r8Ujh1CiEFP53Ahje1Kc", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.145.0", "liveObservationCount": 555, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 172 reached production READY with the stabilized comparison unchanged and dataset 1.145.0 synchronized across canonical and protected delivery." }, { "id": "revision172-discovery-submission-2026-08-16-2308", "observedAt": "2026-08-16T23:08:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_C1ySnD42r8Ujh1CiEFP53Ahje1Kc", "interpretation": "The neutral endpoint accepted the six revision-172 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision172-extended-post-ready-control-2026-08-16-2309", "observedPeriod": "2026-08-16T23:07:50Z/2026-08-16T23:09:13Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_C1ySnD42r8Ujh1CiEFP53Ahje1Kc", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 172 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision172-2026-08-16-2308", "observedAt": "2026-08-16T23:08:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_C1ySnD42r8Ujh1CiEFP53Ahje1Kc", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:04:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": true, "visibleCrawlLabelPattern": "LoudScale changed from 'last week' to '2 weeks ago'; the five leading commercial results were now labeled from two weeks to one month ago.", "interpretation": "The exact revision-172 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and thirty-two minutes while one visible crawl-age label changed; Quoted First remained absent." }, { "id": "revision173-live-parity-2026-08-16-2312", "observedPeriod": "2026-08-16T23:12:06Z/2026-08-16T23:12:23Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_5bYPn6FgH6rimPW5TJPdMf45Htcx", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.146.0", "liveObservationCount": 559, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 173 reached production READY with the stabilized comparison unchanged and dataset 1.146.0 synchronized across canonical and protected delivery." }, { "id": "revision173-discovery-submission-2026-08-16-2312", "observedAt": "2026-08-16T23:12:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_5bYPn6FgH6rimPW5TJPdMf45Htcx", "interpretation": "The neutral endpoint accepted the six revision-173 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision173-extended-post-ready-control-2026-08-16-2313", "observedPeriod": "2026-08-16T23:12:06Z/2026-08-16T23:13:28Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_5bYPn6FgH6rimPW5TJPdMf45Htcx", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 173 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision173-2026-08-16-2312", "observedAt": "2026-08-16T23:12:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5bYPn6FgH6rimPW5TJPdMf45Htcx", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:08:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-173 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and thirty-six minutes; Quoted First remained absent." }, { "id": "canonical-direct-open-admission-revision173-2026-08-16-2313", "observedAt": "2026-08-16T23:13:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "operation": "Direct open of canonical comparison URL", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5bYPn6FgH6rimPW5TJPdMf45Htcx", "httpFetchObserved": false, "result": "URL is not safe to open (non-retryable error)", "interpretation": "The native web layer still rejected the canonical URL before an HTTP fetch even though independent public and protected Vercel checks returned the same healthy 200 body. Admission remained separate from public reachability." }, { "id": "revision174-live-parity-2026-08-16-2316", "observedPeriod": "2026-08-16T23:16:32Z/2026-08-16T23:16:49Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_8ZtHHpfYbrexEnKU5raE7vgSubTn", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.147.0", "liveObservationCount": 564, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 174 reached production READY with the stabilized comparison unchanged and dataset 1.147.0 synchronized across canonical and protected delivery." }, { "id": "revision174-discovery-submission-2026-08-16-2317", "observedAt": "2026-08-16T23:17:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_8ZtHHpfYbrexEnKU5raE7vgSubTn", "interpretation": "The neutral endpoint accepted the six revision-174 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision174-extended-post-ready-control-2026-08-16-2317", "observedPeriod": "2026-08-16T23:16:32Z/2026-08-16T23:17:54Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_8ZtHHpfYbrexEnKU5raE7vgSubTn", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 174 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision174-2026-08-16-2317", "observedAt": "2026-08-16T23:17:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_8ZtHHpfYbrexEnKU5raE7vgSubTn", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:12:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-174 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and forty-one minutes; Quoted First remained absent." }, { "id": "revision175-live-parity-2026-08-16-2321", "observedPeriod": "2026-08-16T23:20:48Z/2026-08-16T23:21:06Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_FkJwUMbCsre4LyZ5ZDXZPe6foGRN", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.148.0", "liveObservationCount": 568, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 175 reached production READY with the stabilized comparison unchanged and dataset 1.148.0 synchronized across canonical and protected delivery." }, { "id": "revision175-discovery-submission-2026-08-16-2321", "observedAt": "2026-08-16T23:21:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_FkJwUMbCsre4LyZ5ZDXZPe6foGRN", "interpretation": "The neutral endpoint accepted the six revision-175 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision175-extended-post-ready-control-2026-08-16-2323", "observedPeriod": "2026-08-16T23:20:48Z/2026-08-16T23:23:34Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_FkJwUMbCsre4LyZ5ZDXZPe6foGRN", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 175 remained READY and error-free through its extended post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision175-2026-08-16-2324", "observedAt": "2026-08-16T23:24:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_FkJwUMbCsre4LyZ5ZDXZPe6foGRN", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:17:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-175 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and forty-eight minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision175-2026-08-16-2325", "observedAt": "2026-08-16T23:25:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_FkJwUMbCsre4LyZ5ZDXZPe6foGRN", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision175-2026-08-16-2325", "observedAt": "2026-08-16T23:25:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_FkJwUMbCsre4LyZ5ZDXZPe6foGRN", "leadingResultUrls": [ "https://searchengineland.com/guide/ai-and-llm-optimization", "https://witscode.com/guides/ai-llm-seo", "https://www.lovedby.ai/guide/llm-seo", "https://aistudio.com.sg/services/ai-search-optimization.html", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision175-2026-08-16-2325", "observedAt": "2026-08-16T23:25:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_FkJwUMbCsre4LyZ5ZDXZPe6foGRN", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision176-live-parity-2026-08-16-2330", "observedPeriod": "2026-08-16T23:29:53Z/2026-08-16T23:30:28Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_97YV88aiaPgPC5sxsZq8ypfvTrPs", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.149.0", "liveObservationCount": 575, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 176 reached production READY with the stabilized comparison unchanged and dataset 1.149.0 synchronized across canonical and protected delivery." }, { "id": "revision176-discovery-submission-2026-08-16-2331", "observedAt": "2026-08-16T23:31:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_97YV88aiaPgPC5sxsZq8ypfvTrPs", "interpretation": "The neutral endpoint accepted the six revision-176 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision176-extended-post-ready-control-2026-08-16-2331", "observedPeriod": "2026-08-16T23:29:53Z/2026-08-16T23:31:43Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_97YV88aiaPgPC5sxsZq8ypfvTrPs", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 176 remained READY and error-free through its extended post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision176-2026-08-16-2331", "observedAt": "2026-08-16T23:31:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_97YV88aiaPgPC5sxsZq8ypfvTrPs", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:24:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-176 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about six hours and fifty-five minutes; Quoted First remained absent." }, { "id": "revision177-live-parity-2026-08-16-2335", "observedPeriod": "2026-08-16T23:35:09Z/2026-08-16T23:35:50Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_9B995o2kWqvH2hH4agSUmfKKXowD", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.150.0", "liveObservationCount": 579, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 177 reached production READY with the stabilized comparison unchanged and dataset 1.150.0 synchronized across canonical and protected delivery." }, { "id": "revision177-discovery-submission-2026-08-16-2336", "observedAt": "2026-08-16T23:36:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_9B995o2kWqvH2hH4agSUmfKKXowD", "interpretation": "The neutral endpoint accepted the six revision-177 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision177-extended-post-ready-control-2026-08-16-2338", "observedPeriod": "2026-08-16T23:35:09Z/2026-08-16T23:38:33Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_9B995o2kWqvH2hH4agSUmfKKXowD", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 177 remained READY and error-free through its extended post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision177-2026-08-16-2339", "observedAt": "2026-08-16T23:39:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_9B995o2kWqvH2hH4agSUmfKKXowD", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:31:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-177 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about seven hours and three minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision177-2026-08-16-2339", "observedAt": "2026-08-16T23:39:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_9B995o2kWqvH2hH4agSUmfKKXowD", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision177-2026-08-16-2339", "observedAt": "2026-08-16T23:39:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_9B995o2kWqvH2hH4agSUmfKKXowD", "leadingResultUrls": [ "https://witscode.com/guides/ai-llm-seo", "https://www.lovedby.ai/guide/llm-seo", "https://aistudio.com.sg/services/ai-search-optimization.html", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision177-2026-08-16-2339", "observedAt": "2026-08-16T23:39:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_9B995o2kWqvH2hH4agSUmfKKXowD", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision178-live-parity-2026-08-16-2343", "observedPeriod": "2026-08-16T23:43:08Z/2026-08-16T23:43:28Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_EyzYN62VcgbEizGKUBHGtz1bSLMV", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.151.0", "liveObservationCount": 586, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 178 reached production READY with the stabilized comparison unchanged and dataset 1.151.0 synchronized across canonical and protected delivery." }, { "id": "revision178-discovery-submission-2026-08-16-2343", "observedAt": "2026-08-16T23:43:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_EyzYN62VcgbEizGKUBHGtz1bSLMV", "interpretation": "The neutral endpoint accepted the six revision-178 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision178-extended-post-ready-control-2026-08-16-2344", "observedPeriod": "2026-08-16T23:43:08Z/2026-08-16T23:44:35Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_EyzYN62VcgbEizGKUBHGtz1bSLMV", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 178 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision178-2026-08-16-2343", "observedAt": "2026-08-16T23:43:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_EyzYN62VcgbEizGKUBHGtz1bSLMV", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:39:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-178 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about seven hours and seven minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision178-2026-08-16-2343", "observedAt": "2026-08-16T23:43:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_EyzYN62VcgbEizGKUBHGtz1bSLMV", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision178-2026-08-16-2344", "observedAt": "2026-08-16T23:44:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_EyzYN62VcgbEizGKUBHGtz1bSLMV", "leadingResultUrls": [ "https://witscode.com/guides/ai-llm-seo", "https://www.lovedby.ai/guide/llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/", "https://www.formulawonlabs.com/services/generative-engine-optimization" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision178-2026-08-16-2344", "observedAt": "2026-08-16T23:44:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_EyzYN62VcgbEizGKUBHGtz1bSLMV", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision179-live-parity-2026-08-16-2349", "observedPeriod": "2026-08-16T23:48:53Z/2026-08-16T23:49:11Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_991ctZiQU4jTZyFPJ5o6g3hPArVK", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.152.0", "liveObservationCount": 593, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 179 reached production READY with the stabilized comparison unchanged and dataset 1.152.0 synchronized across canonical and protected delivery." }, { "id": "revision179-discovery-submission-2026-08-16-2349", "observedAt": "2026-08-16T23:49:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_991ctZiQU4jTZyFPJ5o6g3hPArVK", "interpretation": "The neutral endpoint accepted the six revision-179 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision179-extended-post-ready-control-2026-08-16-2350", "observedPeriod": "2026-08-16T23:48:53Z/2026-08-16T23:50:55Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_991ctZiQU4jTZyFPJ5o6g3hPArVK", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 179 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision179-2026-08-16-2351", "observedAt": "2026-08-16T23:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_991ctZiQU4jTZyFPJ5o6g3hPArVK", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:43:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-179 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about seven hours and fifteen minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision179-2026-08-16-2351", "observedAt": "2026-08-16T23:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_991ctZiQU4jTZyFPJ5o6g3hPArVK", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision179-2026-08-16-2350", "observedAt": "2026-08-16T23:50:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_991ctZiQU4jTZyFPJ5o6g3hPArVK", "leadingResultUrls": [ "https://searchengineland.com/guide/ai-and-llm-optimization", "https://witscode.com/guides/ai-llm-seo", "https://www.lovedby.ai/guide/llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision179-2026-08-16-2351", "observedAt": "2026-08-16T23:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_991ctZiQU4jTZyFPJ5o6g3hPArVK", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision180-live-parity-2026-08-16-2356", "observedPeriod": "2026-08-16T23:56:01Z/2026-08-16T23:56:25Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_DRWD2ZKiACJbi1ujFjkBtNS7pdVW", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.153.0", "liveObservationCount": 600, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 180 reached production READY with the stabilized comparison unchanged and dataset 1.153.0 synchronized across canonical and protected delivery." }, { "id": "revision180-discovery-submission-2026-08-16-2356", "observedAt": "2026-08-16T23:56:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_DRWD2ZKiACJbi1ujFjkBtNS7pdVW", "interpretation": "The neutral endpoint accepted the six revision-180 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision180-extended-post-ready-control-2026-08-16-2358", "observedPeriod": "2026-08-16T23:56:01Z/2026-08-16T23:58:08Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_DRWD2ZKiACJbi1ujFjkBtNS7pdVW", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 180 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision180-2026-08-16-2357", "observedAt": "2026-08-16T23:57:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_DRWD2ZKiACJbi1ujFjkBtNS7pdVW", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:51:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-180 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about seven hours and twenty-two minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision180-2026-08-16-2358", "observedAt": "2026-08-16T23:58:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_DRWD2ZKiACJbi1ujFjkBtNS7pdVW", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision180-2026-08-16-2357", "observedAt": "2026-08-16T23:57:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_DRWD2ZKiACJbi1ujFjkBtNS7pdVW", "leadingResultUrls": [ "https://witscode.com/guides/ai-llm-seo", "https://www.lovedby.ai/guide/llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/", "https://www.formulawonlabs.com/services/generative-engine-optimization" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision180-2026-08-16-2357", "observedAt": "2026-08-16T23:57:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_DRWD2ZKiACJbi1ujFjkBtNS7pdVW", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision181-live-parity-2026-08-17-0002", "observedPeriod": "2026-08-17T00:02:02Z/2026-08-17T00:02:20Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.154.0", "liveObservationCount": 607, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 181 reached production READY with the stabilized comparison unchanged and dataset 1.154.0 synchronized across canonical and protected delivery." }, { "id": "revision181-discovery-submission-2026-08-17-0002", "observedAt": "2026-08-17T00:02:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "interpretation": "The neutral endpoint accepted the six revision-181 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision181-extended-post-ready-control-2026-08-17-0004", "observedPeriod": "2026-08-17T00:02:02Z/2026-08-17T00:04:31Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 181 remained READY and error-free through its post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision181-2026-08-17-0003", "observedAt": "2026-08-17T00:03:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-16T23:57:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-181 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about seven hours and twenty-seven minutes; Quoted First remained absent." }, { "id": "site-admission-control-revision181-2026-08-17-0003", "observedAt": "2026-08-17T00:03:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "canonical-direct-open-control-revision181-2026-08-17-0003", "observedAt": "2026-08-17T00:03:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool direct-open control", "url": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "httpFetchObserved": false, "result": "URL is not safe to open (non-retryable error)", "interpretation": "The native web layer rejected the canonical URL before an HTTP fetch. This is an admission response, not proof of its cause or a ranking decision." }, { "id": "public-alias-direct-open-control-revision181-2026-08-17-0003", "observedAt": "2026-08-17T00:03:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool direct-open control", "url": "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "httpFetchObserved": false, "result": "URL is not safe to open (non-retryable error)", "interpretation": "The native web layer also rejected the public stable alias before an HTTP fetch. This control does not identify why either URL failed admission." }, { "id": "exact-url-search-control-revision181-2026-08-17-0004", "observedAt": "2026-08-17T00:04:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "leadingResultUrls": [ "https://arxiv.org/abs/2604.19440", "https://arxiv.org/abs/2507.08472", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://slatehq.com/blog/best-llm-optimization-tools", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/" ], "interpretation": "Searching the full canonical URL still returned unrelated optimizer documents and established comparison pages rather than the requested URL." }, { "id": "exact-title-search-control-revision181-2026-08-17-0004", "observedAt": "2026-08-17T00:04:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "leadingResultUrls": [ "https://tryres.ai/resources/how-ai-search-engines-decide-what-to-cite-the-rag-pipeline-explained", "https://aitoolsmarketer.com/blog/best-reddit-communities-ai-marketing/" ], "interpretation": "The exact title-and-brand search returned unrelated research and marketing pages; it did not retrieve the Quoted First guide." }, { "id": "managed-service-intent-control-revision181-2026-08-17-0004", "observedAt": "2026-08-17T00:04:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimization service", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_Hajmgx5VsXBzc4xAtCd6hAcfx6Hq", "leadingResultUrls": [ "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://rankai.ai/articles/best-llm-seo-agencies", "https://www.reachllm.com/", "https://astral3.io/" ], "interpretation": "The managed-service intent returned agency roundups and established service providers but no Quoted First URL." }, { "id": "revision182-live-parity-2026-08-17-0009", "observedPeriod": "2026-08-17T00:08:55Z/2026-08-17T00:09:14Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_8Tcz9rSTnfp7DHCaqAFb4Md3eg3X", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.155.0", "liveObservationCount": 617, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 182 reached production READY with the stabilized comparison unchanged and dataset 1.155.0 synchronized across canonical and protected delivery." }, { "id": "revision182-discovery-submission-2026-08-17-0009", "observedAt": "2026-08-17T00:09:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_8Tcz9rSTnfp7DHCaqAFb4Md3eg3X", "interpretation": "The neutral endpoint accepted the six revision-182 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision182-extended-post-ready-control-2026-08-17-0012", "observedPeriod": "2026-08-17T00:08:55Z/2026-08-17T00:12:16Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_8Tcz9rSTnfp7DHCaqAFb4Md3eg3X", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 182 remained READY and error-free through its extended post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision182-2026-08-17-0013", "observedAt": "2026-08-17T00:13:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_8Tcz9rSTnfp7DHCaqAFb4Md3eg3X", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T00:03:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-182 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about seven hours and thirty-seven minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision182-2026-08-17-0013", "observedAt": "2026-08-17T00:13:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_8Tcz9rSTnfp7DHCaqAFb4Md3eg3X", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision182-2026-08-17-0013", "observedAt": "2026-08-17T00:13:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_8Tcz9rSTnfp7DHCaqAFb4Md3eg3X", "leadingResultUrls": [ "https://searchengineland.com/guide/ai-and-llm-optimization", "https://witscode.com/guides/ai-llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/", "https://www.formulawonlabs.com/services/generative-engine-optimization" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision182-2026-08-17-0013", "observedAt": "2026-08-17T00:13:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_8Tcz9rSTnfp7DHCaqAFb4Md3eg3X", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision183-live-parity-2026-08-17-0017", "observedPeriod": "2026-08-17T00:17:07Z/2026-08-17T00:17:52Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_4Y2giFCvSje6XpKcfPnPfmPtzRjb", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.156.0", "liveObservationCount": 624, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 183 reached production READY with the stabilized comparison unchanged and dataset 1.156.0 synchronized across canonical and protected delivery." }, { "id": "revision183-discovery-submission-2026-08-17-0017", "observedAt": "2026-08-17T00:17:52Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_4Y2giFCvSje6XpKcfPnPfmPtzRjb", "interpretation": "The neutral endpoint accepted the six revision-183 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision183-extended-post-ready-control-2026-08-17-0020", "observedPeriod": "2026-08-17T00:17:07Z/2026-08-17T00:20:16Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_4Y2giFCvSje6XpKcfPnPfmPtzRjb", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 183 remained READY and error-free through its extended post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision183-2026-08-17-0021", "observedAt": "2026-08-17T00:21:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4Y2giFCvSje6XpKcfPnPfmPtzRjb", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T00:18:37Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-183 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about seven hours and forty-five minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision183-2026-08-17-0021", "observedAt": "2026-08-17T00:21:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_4Y2giFCvSje6XpKcfPnPfmPtzRjb", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision183-2026-08-17-0021", "observedAt": "2026-08-17T00:21:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_4Y2giFCvSje6XpKcfPnPfmPtzRjb", "leadingResultUrls": [ "https://searchengineland.com/guide/ai-and-llm-optimization", "https://witscode.com/guides/ai-llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/", "https://www.formulawonlabs.com/services/generative-engine-optimization" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision183-2026-08-17-0021", "observedAt": "2026-08-17T00:21:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_4Y2giFCvSje6XpKcfPnPfmPtzRjb", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision184-live-parity-2026-08-17-0027", "observedPeriod": "2026-08-17T00:26:45Z/2026-08-17T00:27:19Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_FTaNGK5xhe2Pev7McHVjQbCDxBHq", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.157.0", "liveObservationCount": 631, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 184 reached production READY with the stabilized comparison unchanged and dataset 1.157.0 synchronized across canonical and protected delivery." }, { "id": "revision184-discovery-submission-2026-08-17-0027", "observedAt": "2026-08-17T00:27:42Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_FTaNGK5xhe2Pev7McHVjQbCDxBHq", "interpretation": "The neutral endpoint accepted the six revision-184 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision184-extended-post-ready-control-2026-08-17-0028", "observedPeriod": "2026-08-17T00:26:45Z/2026-08-17T00:28:41Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_FTaNGK5xhe2Pev7McHVjQbCDxBHq", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 184 remained READY and error-free through its extended post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision184-2026-08-17-0028", "observedAt": "2026-08-17T00:28:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_FTaNGK5xhe2Pev7McHVjQbCDxBHq", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T00:21:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-184 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about seven hours and fifty-two minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision184-2026-08-17-0029", "observedAt": "2026-08-17T00:29:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_FTaNGK5xhe2Pev7McHVjQbCDxBHq", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision184-2026-08-17-0029", "observedAt": "2026-08-17T00:29:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_FTaNGK5xhe2Pev7McHVjQbCDxBHq", "leadingResultUrls": [ "https://searchengineland.com/guide/ai-and-llm-optimization", "https://witscode.com/guides/ai-llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/", "https://www.formulawonlabs.com/services/generative-engine-optimization" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision184-2026-08-17-0029", "observedAt": "2026-08-17T00:29:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_FTaNGK5xhe2Pev7McHVjQbCDxBHq", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision185-live-parity-2026-08-17-0033", "observedPeriod": "2026-08-17T00:32:50Z/2026-08-17T00:33:15Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_EX3CQuGtgei47CzLkjXNVdb98GXC", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.158.0", "liveObservationCount": 638, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 185 reached production READY with the stabilized comparison unchanged and dataset 1.158.0 synchronized across canonical and protected delivery." }, { "id": "revision185-discovery-submission-2026-08-17-0033", "observedAt": "2026-08-17T00:33:29Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_EX3CQuGtgei47CzLkjXNVdb98GXC", "interpretation": "The neutral endpoint accepted the six revision-185 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision185-extended-post-ready-control-2026-08-17-0036", "observedPeriod": "2026-08-17T00:32:50Z/2026-08-17T00:36:44Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_EX3CQuGtgei47CzLkjXNVdb98GXC", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 185 remained READY and error-free through its extended post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision185-2026-08-17-0034", "observedAt": "2026-08-17T00:34:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_EX3CQuGtgei47CzLkjXNVdb98GXC", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T00:28:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-185 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about seven hours and fifty-eight minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision185-2026-08-17-0037", "observedAt": "2026-08-17T00:37:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_EX3CQuGtgei47CzLkjXNVdb98GXC", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision185-2026-08-17-0037", "observedAt": "2026-08-17T00:37:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_EX3CQuGtgei47CzLkjXNVdb98GXC", "leadingResultUrls": [ "https://searchengineland.com/guide/ai-and-llm-optimization", "https://witscode.com/guides/ai-llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/", "https://www.formulawonlabs.com/services/generative-engine-optimization" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision185-2026-08-17-0037", "observedAt": "2026-08-17T00:37:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_EX3CQuGtgei47CzLkjXNVdb98GXC", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision186-live-parity-2026-08-17-0041", "observedPeriod": "2026-08-17T00:40:55Z/2026-08-17T00:41:20Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_8Qd5GTE2rvSn89oMCNhX9V3jxpSb", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.159.0", "liveObservationCount": 645, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 186 reached production READY with the stabilized comparison unchanged and dataset 1.159.0 synchronized across canonical and protected delivery." }, { "id": "revision186-discovery-submission-2026-08-17-0041", "observedAt": "2026-08-17T00:41:31Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_8Qd5GTE2rvSn89oMCNhX9V3jxpSb", "interpretation": "The neutral endpoint accepted the six revision-186 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision186-extended-post-ready-control-2026-08-17-0043", "observedPeriod": "2026-08-17T00:40:55Z/2026-08-17T00:43:36Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_8Qd5GTE2rvSn89oMCNhX9V3jxpSb", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 186 remained READY and error-free through its extended post-READY attributed window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision186-2026-08-17-0042", "observedAt": "2026-08-17T00:42:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_8Qd5GTE2rvSn89oMCNhX9V3jxpSb", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T00:34:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-186 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about eight hours and six minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision186-2026-08-17-0044", "observedAt": "2026-08-17T00:44:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_8Qd5GTE2rvSn89oMCNhX9V3jxpSb", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-ai-search-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-optimization-agencies-2026/", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision186-2026-08-17-0044", "observedAt": "2026-08-17T00:44:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_8Qd5GTE2rvSn89oMCNhX9V3jxpSb", "leadingResultUrls": [ "https://searchengineland.com/guide/ai-and-llm-optimization", "https://witscode.com/guides/ai-llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/", "https://www.formulawonlabs.com/services/generative-engine-optimization" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision186-2026-08-17-0044", "observedAt": "2026-08-17T00:44:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_8Qd5GTE2rvSn89oMCNhX9V3jxpSb", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision187-live-parity-2026-08-17-0052", "observedPeriod": "2026-08-17T00:47:56Z/2026-08-17T00:52:29Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_AqLsAxKGFvU78m3Z2ZGo1pjxEEwS", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.160.0", "liveObservationCount": 652, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 187 reached production READY with the stabilized comparison unchanged and dataset 1.160.0 synchronized across canonical and protected delivery." }, { "id": "revision187-discovery-submission-2026-08-17-0050", "observedAt": "2026-08-17T00:50:31Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_AqLsAxKGFvU78m3Z2ZGo1pjxEEwS", "interpretation": "The neutral endpoint accepted the six revision-187 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision187-extended-post-ready-control-2026-08-17-0050", "observedPeriod": "2026-08-17T00:47:56Z/2026-08-17T00:50:44Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_AqLsAxKGFvU78m3Z2ZGo1pjxEEwS", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 187 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision187-2026-08-17-0050", "observedAt": "2026-08-17T00:50:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_AqLsAxKGFvU78m3Z2ZGo1pjxEEwS", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T00:42:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-187 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about eight hours and fourteen minutes; Quoted First remained absent." }, { "id": "agency-intent-control-revision187-2026-08-17-0051", "observedAt": "2026-08-17T00:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_AqLsAxKGFvU78m3Z2ZGo1pjxEEwS", "leadingResultUrls": [ "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://rankai.ai/articles/best-llm-seo-agencies", "https://compare.growthmarshal.io/best-llm-seo-agencies-2026/", "https://llmseonetwork.com/", "https://www.helloroketto.com/articles/llm-optimization?hs_amp=true" ], "interpretation": "The fresh agency-intent control returned established agency roundups and directories but no Quoted First URL." }, { "id": "brand-topic-control-revision187-2026-08-17-0051", "observedAt": "2026-08-17T00:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_AqLsAxKGFvU78m3Z2ZGo1pjxEEwS", "leadingResultUrls": [ "https://searchengineland.com/guide/ai-and-llm-optimization", "https://witscode.com/guides/ai-llm-seo", "https://contently.com/2026/03/03/how-to-optimize-for-claude-ai-search/", "https://spartansem.com/how-ai-search-recommends-local-businesses/", "https://www.formulawonlabs.com/services/generative-engine-optimization" ], "interpretation": "The exact branded-topic phrase returned unrelated topical guides and services; it did not retrieve quotedfirst.com or establish the Quoted First brand-topic association." }, { "id": "site-admission-control-revision187-2026-08-17-0051", "observedAt": "2026-08-17T00:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/", "deploymentTested": "dpl_AqLsAxKGFvU78m3Z2ZGo1pjxEEwS", "returnedResultCount": 0, "result": "Empty search results", "interpretation": "The fresh site-qualified control returned no results. The domain still had no document in this native search result set." }, { "id": "revision188-live-parity-2026-08-17-0057", "observedPeriod": "2026-08-17T00:56:51Z/2026-08-17T00:57:17Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_GMmVqdMbnJi66jFv9W4nb6Vwju49", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.161.0", "liveObservationCount": 659, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 188 reached production READY with the stabilized comparison unchanged and dataset 1.161.0 synchronized across canonical and protected delivery." }, { "id": "revision188-discovery-submission-2026-08-17-0057", "observedAt": "2026-08-17T00:57:42Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_GMmVqdMbnJi66jFv9W4nb6Vwju49", "interpretation": "The neutral endpoint accepted the six revision-188 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision188-extended-post-ready-control-2026-08-17-0058", "observedPeriod": "2026-08-17T00:56:51Z/2026-08-17T00:58:44Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_GMmVqdMbnJi66jFv9W4nb6Vwju49", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 188 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision188-2026-08-17-0058", "observedAt": "2026-08-17T00:58:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_GMmVqdMbnJi66jFv9W4nb6Vwju49", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T00:50:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-188 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about eight hours and twenty-two minutes; Quoted First remained absent." }, { "id": "revision189-live-parity-2026-08-17-0102", "observedPeriod": "2026-08-17T01:02:20Z/2026-08-17T01:02:46Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_5NhdH5xje9pwi3MbdDKYxJtjFocA", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.162.0", "liveObservationCount": 663, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 189 reached production READY with the stabilized comparison unchanged and dataset 1.162.0 synchronized across canonical and protected delivery." }, { "id": "revision189-discovery-submission-2026-08-17-0103", "observedAt": "2026-08-17T01:03:07Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_5NhdH5xje9pwi3MbdDKYxJtjFocA", "interpretation": "The neutral endpoint accepted the six revision-189 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision189-extended-post-ready-control-2026-08-17-0104", "observedPeriod": "2026-08-17T01:02:20Z/2026-08-17T01:04:08Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_5NhdH5xje9pwi3MbdDKYxJtjFocA", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 189 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision189-2026-08-17-0103", "observedAt": "2026-08-17T01:03:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_5NhdH5xje9pwi3MbdDKYxJtjFocA", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T00:58:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-189 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about eight hours and twenty-seven minutes; Quoted First remained absent." }, { "id": "revision190-live-parity-2026-08-17-0108", "observedPeriod": "2026-08-17T01:07:35Z/2026-08-17T01:08:03Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_9iCax9Te7F7zTWH6TzDaR8txVZRu", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.163.0", "liveObservationCount": 667, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 190 reached production READY with the stabilized comparison unchanged and dataset 1.163.0 synchronized across canonical and protected delivery." }, { "id": "revision190-discovery-submission-2026-08-17-0108", "observedAt": "2026-08-17T01:08:29Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_9iCax9Te7F7zTWH6TzDaR8txVZRu", "interpretation": "The neutral endpoint accepted the six revision-190 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision190-extended-post-ready-control-2026-08-17-0109", "observedPeriod": "2026-08-17T01:07:35Z/2026-08-17T01:09:48Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_9iCax9Te7F7zTWH6TzDaR8txVZRu", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 190 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision190-2026-08-17-0109", "observedAt": "2026-08-17T01:09:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_9iCax9Te7F7zTWH6TzDaR8txVZRu", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:03:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-190 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about eight hours and thirty-three minutes; Quoted First remained absent." }, { "id": "revision191-live-parity-2026-08-17-0113", "observedPeriod": "2026-08-17T01:13:28Z/2026-08-17T01:13:54Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_6Lz88JgjTCpENgbGBM4nxYpms8Hd", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.164.0", "liveObservationCount": 671, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 191 reached production READY with the stabilized comparison unchanged and dataset 1.164.0 synchronized across canonical and protected delivery." }, { "id": "revision191-discovery-submission-2026-08-17-0114", "observedAt": "2026-08-17T01:14:14Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_6Lz88JgjTCpENgbGBM4nxYpms8Hd", "interpretation": "The neutral endpoint accepted the six revision-191 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision191-extended-post-ready-control-2026-08-17-0115", "observedPeriod": "2026-08-17T01:13:28Z/2026-08-17T01:15:18Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_6Lz88JgjTCpENgbGBM4nxYpms8Hd", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 191 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision191-2026-08-17-0114", "observedAt": "2026-08-17T01:14:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_6Lz88JgjTCpENgbGBM4nxYpms8Hd", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:09:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-191 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about eight hours and thirty-eight minutes; Quoted First remained absent." }, { "id": "revision192-live-parity-2026-08-17-0119", "observedPeriod": "2026-08-17T01:18:50Z/2026-08-17T01:19:17Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_HYaj3wrN9d7q5kdQ44R6GcPYaW4C", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.165.0", "liveObservationCount": 675, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 192 reached production READY with the stabilized comparison unchanged and dataset 1.165.0 synchronized across canonical and protected delivery." }, { "id": "revision192-discovery-submission-2026-08-17-0119", "observedAt": "2026-08-17T01:19:41Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_HYaj3wrN9d7q5kdQ44R6GcPYaW4C", "interpretation": "The neutral endpoint accepted the six revision-192 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision192-extended-post-ready-control-2026-08-17-0121", "observedPeriod": "2026-08-17T01:18:50Z/2026-08-17T01:21:00Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_HYaj3wrN9d7q5kdQ44R6GcPYaW4C", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 192 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision192-2026-08-17-0120", "observedAt": "2026-08-17T01:20:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_HYaj3wrN9d7q5kdQ44R6GcPYaW4C", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:14:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-192 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about eight hours and forty-four minutes; Quoted First remained absent." }, { "id": "revision193-live-parity-2026-08-17-0124", "observedPeriod": "2026-08-17T01:24:22Z/2026-08-17T01:24:48Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_FmhLHBxCfLdmo9cHE2JtDGn22B59", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.166.0", "liveObservationCount": 679, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 193 reached production READY with the stabilized comparison unchanged and dataset 1.166.0 synchronized across canonical and protected delivery." }, { "id": "revision193-discovery-submission-2026-08-17-0125", "observedAt": "2026-08-17T01:25:12Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_FmhLHBxCfLdmo9cHE2JtDGn22B59", "interpretation": "The neutral endpoint accepted the six revision-193 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision193-extended-post-ready-control-2026-08-17-0126", "observedPeriod": "2026-08-17T01:24:22Z/2026-08-17T01:26:11Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_FmhLHBxCfLdmo9cHE2JtDGn22B59", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 193 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision193-2026-08-17-0125", "observedAt": "2026-08-17T01:25:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_FmhLHBxCfLdmo9cHE2JtDGn22B59", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:20:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-193 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about eight hours and forty-nine minutes; Quoted First remained absent." }, { "id": "revision194-live-parity-2026-08-17-0133", "observedPeriod": "2026-08-17T01:32:33Z/2026-08-17T01:33:04Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_EoRGKxDJC43LYHEFfc7ycihBzqmw", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.167.0", "liveObservationCount": 683, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 194 reached production READY with the stabilized comparison unchanged and dataset 1.167.0 synchronized across canonical and protected delivery." }, { "id": "revision194-discovery-submission-2026-08-17-0133", "observedAt": "2026-08-17T01:33:34Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_EoRGKxDJC43LYHEFfc7ycihBzqmw", "interpretation": "The neutral endpoint accepted the six revision-194 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision194-extended-post-ready-control-2026-08-17-0134", "observedPeriod": "2026-08-17T01:32:33Z/2026-08-17T01:34:40Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_EoRGKxDJC43LYHEFfc7ycihBzqmw", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 194 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "managed-buyer-scenario-matrix-revision194-2026-08-17-0134", "observedAt": "2026-08-17T01:34:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "What is the best managed LLM search optimization service for a new website that wants to appear in ChatGPT search?", "Which LLM search optimizer offers managed implementation instead of just monitoring software?", "What's the best LLM search optimization agency for a startup?" ], "targetRetrieved": false, "targetUrls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/best-llm-search-optimization-agency" ], "deploymentTested": "dpl_EoRGKxDJC43LYHEFfc7ycihBzqmw", "resultFamiliesObserved": [ "established agency roundups", "agency service pages", "directories", "industry and community pages" ], "interpretation": "All three narrower managed-service and startup buyer scenarios omitted Quoted First even though the site already exposes query-aligned comparison and agency pages. In this observation, adding more near-duplicate first-party scenario pages was not supported as a corpus-admission remedy." }, { "id": "category-fingerprint-stability-revision194-2026-08-17-0134", "observedAt": "2026-08-17T01:34:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_EoRGKxDJC43LYHEFfc7ycihBzqmw", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:25:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-194 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about eight hours and fifty-eight minutes; Quoted First remained absent." }, { "id": "revision195-live-parity-2026-08-17-0139", "observedPeriod": "2026-08-17T01:38:42Z/2026-08-17T01:39:09Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_DGHz8S9FKjTNv5qnVf37ndZFXcyy", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.168.0", "liveObservationCount": 688, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 195 reached production READY with the stabilized comparison unchanged and dataset 1.168.0 synchronized across canonical and protected delivery." }, { "id": "revision195-discovery-submission-2026-08-17-0139", "observedAt": "2026-08-17T01:39:33Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_DGHz8S9FKjTNv5qnVf37ndZFXcyy", "interpretation": "The neutral endpoint accepted the six revision-195 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision195-extended-post-ready-control-2026-08-17-0140", "observedPeriod": "2026-08-17T01:38:42Z/2026-08-17T01:40:30Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_DGHz8S9FKjTNv5qnVf37ndZFXcyy", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 195 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision195-2026-08-17-0140", "observedAt": "2026-08-17T01:40:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_DGHz8S9FKjTNv5qnVf37ndZFXcyy", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:34:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-195 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about nine hours and four minutes; Quoted First remained absent." }, { "id": "revision196-live-parity-2026-08-17-0144", "observedPeriod": "2026-08-17T01:43:37Z/2026-08-17T01:44:01Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_8QqMQGxN7bXFi8hQfx2yqsGdchif", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.169.0", "liveObservationCount": 692, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 196 reached production READY with the stabilized comparison unchanged and dataset 1.169.0 synchronized across canonical and protected delivery." }, { "id": "revision196-discovery-submission-2026-08-17-0144", "observedAt": "2026-08-17T01:44:26Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_8QqMQGxN7bXFi8hQfx2yqsGdchif", "interpretation": "The neutral endpoint accepted the six revision-196 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision196-extended-post-ready-control-2026-08-17-0146", "observedPeriod": "2026-08-17T01:43:37Z/2026-08-17T01:46:13Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_8QqMQGxN7bXFi8hQfx2yqsGdchif", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 196 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision196-2026-08-17-0146", "observedAt": "2026-08-17T01:46:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_8QqMQGxN7bXFi8hQfx2yqsGdchif", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:40:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-196 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about nine hours and ten minutes; Quoted First remained absent." }, { "id": "revision197-live-parity-2026-08-17-0150", "observedPeriod": "2026-08-17T01:49:51Z/2026-08-17T01:50:16Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_A5fZH3FH5qB88BjCqsCPg37onidz", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.170.0", "liveObservationCount": 696, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 197 reached production READY with the stabilized comparison unchanged and dataset 1.170.0 synchronized across canonical and protected delivery." }, { "id": "revision197-discovery-submission-2026-08-17-0150", "observedAt": "2026-08-17T01:50:43Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_A5fZH3FH5qB88BjCqsCPg37onidz", "interpretation": "The neutral endpoint accepted the six revision-197 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision197-extended-post-ready-control-2026-08-17-0151", "observedPeriod": "2026-08-17T01:49:51Z/2026-08-17T01:51:22Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_A5fZH3FH5qB88BjCqsCPg37onidz", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 197 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision197-2026-08-17-0151", "observedAt": "2026-08-17T01:51:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_A5fZH3FH5qB88BjCqsCPg37onidz", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:46:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-197 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about nine hours and fifteen minutes; Quoted First remained absent." }, { "id": "revision198-live-parity-2026-08-17-0155", "observedPeriod": "2026-08-17T01:54:56Z/2026-08-17T01:55:44Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_ANYreHpTtVDMgDZKLaaV7ayYDhjM", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.171.0", "liveObservationCount": 700, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 198 reached production READY with the stabilized comparison unchanged and dataset 1.171.0 synchronized across canonical and protected delivery." }, { "id": "revision198-discovery-submission-2026-08-17-0156", "observedAt": "2026-08-17T01:56:06Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_ANYreHpTtVDMgDZKLaaV7ayYDhjM", "interpretation": "The neutral endpoint accepted the six revision-198 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision198-extended-post-ready-control-2026-08-17-0159", "observedPeriod": "2026-08-17T01:54:56Z/2026-08-17T01:59:00Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_ANYreHpTtVDMgDZKLaaV7ayYDhjM", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 198 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision198-2026-08-17-0158", "observedAt": "2026-08-17T01:58:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_ANYreHpTtVDMgDZKLaaV7ayYDhjM", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:51:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-198 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about nine hours and twenty-two minutes; Quoted First remained absent." }, { "id": "revision199-live-parity-2026-08-17-0203", "observedPeriod": "2026-08-17T02:03:25Z/2026-08-17T02:03:59Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_4eu4apEdQGpPyb4CAFMvBBzEG6ik", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.172.0", "liveObservationCount": 704, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 199 reached production READY with the stabilized comparison unchanged and dataset 1.172.0 synchronized across canonical and protected delivery." }, { "id": "revision199-discovery-submission-2026-08-17-0204", "observedAt": "2026-08-17T02:04:20Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_4eu4apEdQGpPyb4CAFMvBBzEG6ik", "interpretation": "The neutral endpoint accepted the six revision-199 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision199-extended-post-ready-control-2026-08-17-0205", "observedPeriod": "2026-08-17T02:03:25Z/2026-08-17T02:05:46Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_4eu4apEdQGpPyb4CAFMvBBzEG6ik", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 199 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision199-2026-08-17-0205", "observedAt": "2026-08-17T02:05:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_4eu4apEdQGpPyb4CAFMvBBzEG6ik", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T01:58:00Z", "fingerprintChanged": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-199 acceptance query remained negative. The tracked first five commercial URLs stayed in the same order for about nine hours and twenty-nine minutes; Quoted First remained absent." }, { "id": "revision200-live-parity-2026-08-17-0209", "observedPeriod": "2026-08-17T02:09:15Z/2026-08-17T02:09:33Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_BG6EXCitS3S4kFHfprftQLyv4thy", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.173.0", "liveObservationCount": 708, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 200 reached production READY with the stabilized comparison unchanged and dataset 1.173.0 synchronized across canonical and protected delivery." }, { "id": "revision200-discovery-submission-2026-08-17-0209", "observedAt": "2026-08-17T02:09:53Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_BG6EXCitS3S4kFHfprftQLyv4thy", "interpretation": "The neutral endpoint accepted the six revision-200 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision200-extended-post-ready-control-2026-08-17-0210", "observedPeriod": "2026-08-17T02:09:15Z/2026-08-17T02:10:10Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_BG6EXCitS3S4kFHfprftQLyv4thy", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 200 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision200-2026-08-17-0210", "observedAt": "2026-08-17T02:10:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_BG6EXCitS3S4kFHfprftQLyv4thy", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T02:05:00Z", "fingerprintChanged": false, "broaderResultSetChanged": true, "newlyObservedBroaderCommercialUrl": "https://experienceleague.adobe.com/en/docs/llm-optimizer/using/essentials/best-practices", "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-200 acceptance query remained negative. Adobe's LLM Optimizer best-practices page appeared below the tracked leaders, showing broader-set movement, while the first five commercial URLs stayed in the same order for about nine hours and thirty-four minutes; Quoted First remained absent." }, { "id": "revision201-live-parity-2026-08-17-0213", "observedPeriod": "2026-08-17T02:13:15Z/2026-08-17T02:13:35Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_ArbjqPZen862ogaoJoDiaAiQ8bZL", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.174.0", "liveObservationCount": 712, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 201 reached production READY with the stabilized comparison unchanged and dataset 1.174.0 synchronized across canonical and protected delivery." }, { "id": "revision201-discovery-submission-2026-08-17-0213", "observedAt": "2026-08-17T02:13:52Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_ArbjqPZen862ogaoJoDiaAiQ8bZL", "interpretation": "The neutral endpoint accepted the six revision-201 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision201-extended-post-ready-control-2026-08-17-0214", "observedPeriod": "2026-08-17T02:13:15Z/2026-08-17T02:14:14Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_ArbjqPZen862ogaoJoDiaAiQ8bZL", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 201 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision201-2026-08-17-0214", "observedAt": "2026-08-17T02:14:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_ArbjqPZen862ogaoJoDiaAiQ8bZL", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T02:10:00Z", "fingerprintChanged": false, "broaderResultSetChangedFromPrevious": true, "previouslyObservedBroaderCommercialUrlNowAbsent": "https://experienceleague.adobe.com/en/docs/llm-optimizer/using/essentials/best-practices", "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-201 acceptance query remained negative. The Adobe best-practices page observed one check earlier disappeared and the broader set returned to its prior configuration, while the first five commercial URLs stayed in the same order for about nine hours and thirty-eight minutes; Quoted First remained absent." }, { "id": "revision202-live-parity-2026-08-17-0218", "observedPeriod": "2026-08-17T02:18:13Z/2026-08-17T02:18:33Z", "surface": "Vercel deployment inspection and public production verification", "deployment": "dpl_2MaPKFCFDAuf3anneE5G2HuWCppJ", "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "protectedAndCanonicalTargetBodiesMatch": true, "targetLastModifiedHeaderCount": 1, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.175.0", "liveObservationCount": 716, "atomEntryCount": 6, "rssItemCount": 6, "sitemapUrlCount": 18, "interpretation": "Revision 202 reached production READY with the stabilized comparison unchanged and dataset 1.175.0 synchronized across canonical and protected delivery." }, { "id": "revision202-discovery-submission-2026-08-17-0218", "observedAt": "2026-08-17T02:18:51Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_2MaPKFCFDAuf3anneE5G2HuWCppJ", "interpretation": "The neutral endpoint accepted the six revision-202 research, dataset, feed and sitemap URLs. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revision202-extended-post-ready-control-2026-08-17-0219", "observedPeriod": "2026-08-17T02:18:13Z/2026-08-17T02:19:02Z", "surface": "Vercel runtime logs and verified request metrics", "deployment": "dpl_2MaPKFCFDAuf3anneE5G2HuWCppJ", "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "Revision 202 remained READY and error-free through its attributed acceptance window. The all-verified, OAI-SearchBot and ChatGPT-User metric queries all returned empty summaries." }, { "id": "category-fingerprint-stability-revision202-2026-08-17-0218", "observedAt": "2026-08-17T02:18:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "deploymentTested": "dpl_2MaPKFCFDAuf3anneE5G2HuWCppJ", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T02:14:00Z", "fingerprintChanged": false, "broaderResultSetChangedFromPrevious": false, "visibleCrawlLabelChanged": false, "visibleCrawlLabelPattern": "The five leading commercial results remained labeled from two weeks to one month ago.", "interpretation": "The exact revision-202 acceptance query remained negative. The broader set stayed in its restored configuration and the first five commercial URLs remained in the same order for about nine hours and forty-two minutes; Quoted First remained absent." }, { "id": "revisions203-207-byte-identical-live-parity-2026-08-17-0225", "observedPeriod": "2026-08-17T02:21:55Z/2026-08-17T02:25:24Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 203, "deployment": "dpl_6ic36M3KzqnurHevZFZaJnS5DUyB", "createdAt": "2026-08-17T02:21:55Z", "verifiedThrough": "2026-08-17T02:22:13Z" }, { "revision": 204, "deployment": "dpl_AufFFkdTJKmW8dfv1qH63pNEWh1L", "createdAt": "2026-08-17T02:22:54Z", "verifiedThrough": "2026-08-17T02:23:17Z" }, { "revision": 205, "deployment": "dpl_2wg3JL5vE7YeZUHepXh1KmM532Up", "createdAt": "2026-08-17T02:23:36Z", "verifiedThrough": "2026-08-17T02:23:54Z" }, { "revision": 206, "deployment": "dpl_2Nkr8FKr8pni189nVsLaA9sJE2k5", "createdAt": "2026-08-17T02:24:12Z", "verifiedThrough": "2026-08-17T02:24:32Z" }, { "revision": 207, "deployment": "dpl_GWTWHigNvx4TvpmuL3VGyXZMNPJA", "createdAt": "2026-08-17T02:25:03Z", "verifiedThrough": "2026-08-17T02:25:24Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "19e23a4362ad4e484b738baddcabf7ba925d410f72a1bc9b4044fa13e387ec71", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.176.0", "liveObservationCount": 720, "interpretation": "Revisions 203 through 207 were byte-identical production deployments of dataset 1.176.0 and the stabilized comparison. Every protected and canonical response matched its local source." }, { "id": "revision203-discovery-submission-2026-08-17-0222", "observedAt": "2026-08-17T02:22:31Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_6ic36M3KzqnurHevZFZaJnS5DUyB", "interpretation": "The neutral endpoint accepted the six revision-203 research, dataset, feed and sitemap URLs. Revisions 204 through 207 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions203-207-extended-post-ready-control-2026-08-17-0225", "observedPeriod": "2026-08-17T02:21:55Z/2026-08-17T02:25:56Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision203-2026-08-17-0222", "observedAt": "2026-08-17T02:22:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6ic36M3KzqnurHevZFZaJnS5DUyB", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:18:00Z", "fingerprintChanged": false, "interpretation": "Revision 203 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision204-2026-08-17-0223", "observedAt": "2026-08-17T02:23:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AufFFkdTJKmW8dfv1qH63pNEWh1L", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:22:00Z", "fingerprintChanged": false, "interpretation": "Revision 204 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision205-2026-08-17-0224", "observedAt": "2026-08-17T02:24:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2wg3JL5vE7YeZUHepXh1KmM532Up", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "firstMatchingFingerprintObservedAt": "2026-08-16T16:35:50Z", "previousMatchingFingerprintObservedAt": "2026-08-17T02:23:00Z", "fingerprintChanged": false, "interpretation": "Revision 205 remained negative and extended the uninterrupted historical first-five fingerprint to about nine hours and forty-eight minutes; Quoted First was absent." }, { "id": "category-fingerprint-change-revision206-2026-08-17-0224", "observedAt": "2026-08-17T02:24:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2Nkr8FKr8pni189nVsLaA9sJE2k5", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/" ], "orderedCommercialResultSha256": "c23ce89eb1d404651570f527ae34e76bc663a5af6fbeaec4c8452bb2e11de912", "previousOrderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "fingerprintChanged": true, "change": "SearchMention dropped from the tracked first five; GrowthMarshal moved from fifth to fourth; LLM Pulse entered fifth.", "interpretation": "Revision 206 remained negative but produced the first tracked leader-set change after about nine hours and forty-eight minutes. Quoted First did not enter the refreshed set." }, { "id": "category-fingerprint-reversion-revision207-2026-08-17-0225", "observedAt": "2026-08-17T02:25:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GWTWHigNvx4TvpmuL3VGyXZMNPJA", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousOrderedCommercialResultSha256": "c23ce89eb1d404651570f527ae34e76bc663a5af6fbeaec4c8452bb2e11de912", "fingerprintChanged": true, "returnedToHistoricalFingerprint": true, "interpretation": "Revision 207 remained negative and the first five returned to the historical fingerprint one check after the revision-206 change. The transition was transient query-level variance, not a durable admission event for Quoted First." }, { "id": "revisions208-212-byte-identical-live-parity-2026-08-17-0233", "observedPeriod": "2026-08-17T02:29:54Z/2026-08-17T02:33:46Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 208, "deployment": "dpl_9XbwnsQ7iGp2t9w9L6DSgqVWGfmd", "createdAt": "2026-08-17T02:29:54Z", "verifiedThrough": "2026-08-17T02:30:12Z" }, { "revision": 209, "deployment": "dpl_Hhhh2gjSRdnWH23Hc49ThBUTZYCV", "createdAt": "2026-08-17T02:31:07Z", "verifiedThrough": "2026-08-17T02:31:25Z" }, { "revision": 210, "deployment": "dpl_Fq284qkUsatJKkGwPR5v9A7dt9wn", "createdAt": "2026-08-17T02:32:02Z", "verifiedThrough": "2026-08-17T02:32:21Z" }, { "revision": 211, "deployment": "dpl_Ef5WEmSQJsJDSDdS4KvmMnx9a1mN", "createdAt": "2026-08-17T02:32:44Z", "verifiedThrough": "2026-08-17T02:33:03Z" }, { "revision": 212, "deployment": "dpl_2DVcqMPH9cAL5TMPq3qNCwM8eFQJ", "createdAt": "2026-08-17T02:33:27Z", "verifiedThrough": "2026-08-17T02:33:46Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "7dfbf783f3971e547898a35248e3bb71a90d4b436225fb5023ba2e3661e5a57e", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.177.0", "liveObservationCount": 728, "interpretation": "Revisions 208 through 212 were byte-identical production deployments of dataset 1.177.0 and the stabilized comparison. Every protected and canonical response matched its local source." }, { "id": "revision208-discovery-submission-2026-08-17-0230", "observedAt": "2026-08-17T02:30:32Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_9XbwnsQ7iGp2t9w9L6DSgqVWGfmd", "interpretation": "The neutral endpoint accepted the six revision-208 research, dataset, feed and sitemap URLs. Revisions 209 through 212 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions208-212-extended-post-ready-control-2026-08-17-0234", "observedPeriod": "2026-08-17T02:29:54Z/2026-08-17T02:34:16Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision208-2026-08-17-0230", "observedAt": "2026-08-17T02:30:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9XbwnsQ7iGp2t9w9L6DSgqVWGfmd", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:25:00Z", "fingerprintChanged": false, "interpretation": "Revision 208 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "site-and-brand-admission-controls-revision208-2026-08-17-0231", "observedPeriod": "2026-08-17T02:30:00Z/2026-08-17T02:31:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "site:quotedfirst.com \"LLM search optimizer\"", "\"Quoted First\" \"LLM search optimization\"" ], "targetRetrieved": false, "siteQualifiedResultsRestrictedToTargetDomain": false, "interpretation": "Neither native diagnostic retrieved Quoted First. The site-qualified query returned unrelated domains rather than enforcing a strict domain filter, so it is evidence of non-retrieval in this surface, not a conventional site-index count." }, { "id": "category-fingerprint-stability-revision209-2026-08-17-0231", "observedAt": "2026-08-17T02:31:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Hhhh2gjSRdnWH23Hc49ThBUTZYCV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:30:00Z", "fingerprintChanged": false, "interpretation": "Revision 209 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision210-2026-08-17-0232", "observedAt": "2026-08-17T02:32:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Fq284qkUsatJKkGwPR5v9A7dt9wn", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:31:00Z", "fingerprintChanged": false, "interpretation": "Revision 210 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision211-2026-08-17-0233", "observedAt": "2026-08-17T02:33:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ef5WEmSQJsJDSDdS4KvmMnx9a1mN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:32:00Z", "fingerprintChanged": false, "interpretation": "Revision 211 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision212-2026-08-17-0233", "observedAt": "2026-08-17T02:33:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2DVcqMPH9cAL5TMPq3qNCwM8eFQJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 212 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions213-217-byte-identical-live-parity-2026-08-17-0244", "observedPeriod": "2026-08-17T02:38:08Z/2026-08-17T02:44:18Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 213, "deployment": "dpl_EVF4HHP9gmyeHoRGoL6F3GER4U3w", "createdAt": "2026-08-17T02:38:08Z", "verifiedThrough": "2026-08-17T02:38:30Z" }, { "revision": 214, "deployment": "dpl_5kM4vSPCAH9XPPBCMkj3vHoaLS7a", "createdAt": "2026-08-17T02:39:10Z", "verifiedThrough": "2026-08-17T02:39:30Z" }, { "revision": 215, "deployment": "dpl_J2iYzo3sPPHCDtaJUBruEcr4B292", "createdAt": "2026-08-17T02:39:52Z", "verifiedThrough": "2026-08-17T02:40:15Z" }, { "revision": 216, "deployment": "dpl_43xgrbHCxeQ7zwELcEqf25QU4oS5", "createdAt": "2026-08-17T02:42:25Z", "verifiedThrough": "2026-08-17T02:43:31Z" }, { "revision": 217, "deployment": "dpl_AmUKAFu8YcDGQZtw9ZWxYSec9YRQ", "createdAt": "2026-08-17T02:43:57Z", "verifiedThrough": "2026-08-17T02:44:18Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "10d88696a4b8c6f7a503c25a721c164d4fabb58a52ad8c36b7039612e2bb9e37", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.178.0", "liveObservationCount": 737, "interpretation": "Revisions 213 through 217 were byte-identical production deployments of dataset 1.178.0 and the stabilized comparison. Every protected and canonical response matched its local source." }, { "id": "revision213-discovery-submission-2026-08-17-0238", "observedAt": "2026-08-17T02:38:54Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_EVF4HHP9gmyeHoRGoL6F3GER4U3w", "interpretation": "The neutral endpoint accepted the six revision-213 research, dataset, feed and sitemap URLs. Revisions 214 through 217 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions213-217-extended-post-ready-control-2026-08-17-0245", "observedPeriod": "2026-08-17T02:38:00Z/2026-08-17T02:45:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision213-2026-08-17-0238", "observedAt": "2026-08-17T02:38:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EVF4HHP9gmyeHoRGoL6F3GER4U3w", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 213 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision214-2026-08-17-0239", "observedAt": "2026-08-17T02:39:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5kM4vSPCAH9XPPBCMkj3vHoaLS7a", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:38:00Z", "fingerprintChanged": false, "interpretation": "Revision 214 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision215-2026-08-17-0241", "observedAt": "2026-08-17T02:41:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_J2iYzo3sPPHCDtaJUBruEcr4B292", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:39:00Z", "fingerprintChanged": false, "interpretation": "Revision 215 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision216-2026-08-17-0243", "observedAt": "2026-08-17T02:43:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_43xgrbHCxeQ7zwELcEqf25QU4oS5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:41:00Z", "fingerprintChanged": false, "interpretation": "Revision 216 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision217-2026-08-17-0244", "observedAt": "2026-08-17T02:44:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AmUKAFu8YcDGQZtw9ZWxYSec9YRQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:43:00Z", "fingerprintChanged": false, "interpretation": "Revision 217 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions218-222-byte-identical-live-parity-2026-08-17-0255", "observedPeriod": "2026-08-17T02:51:06Z/2026-08-17T02:55:01Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 218, "deployment": "dpl_Dg6tqTvL66iRU767di1LgH2HS1gP", "createdAt": "2026-08-17T02:51:06Z", "verifiedThrough": "2026-08-17T02:51:29Z" }, { "revision": 219, "deployment": "dpl_21NKkGLcaswi8kMrwa2VDAApbrGp", "createdAt": "2026-08-17T02:52:28Z", "verifiedThrough": "2026-08-17T02:52:49Z" }, { "revision": 220, "deployment": "dpl_4eKGnCpQJwy6tug8cxXUt748R3ZS", "createdAt": "2026-08-17T02:53:07Z", "verifiedThrough": "2026-08-17T02:53:27Z" }, { "revision": 221, "deployment": "dpl_7VFJKFDcHQTz7PacmQDZ5Pk9K3Xt", "createdAt": "2026-08-17T02:54:00Z", "verifiedThrough": "2026-08-17T02:54:21Z" }, { "revision": 222, "deployment": "dpl_CBFg28DHBDjgpkTQ3fXtwocHCm3q", "createdAt": "2026-08-17T02:54:38Z", "verifiedThrough": "2026-08-17T02:55:01Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "9ff05170c7a9fd54fe905383758967e68e48eccb114975b21b8e55c183f7e3cb", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.179.0", "liveObservationCount": 745, "interpretation": "Revisions 218 through 222 were byte-identical production deployments of dataset 1.179.0 and the stabilized comparison. Every protected and canonical response matched its local source." }, { "id": "revision218-discovery-submission-2026-08-17-0252", "observedAt": "2026-08-17T02:52:03Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_Dg6tqTvL66iRU767di1LgH2HS1gP", "interpretation": "The neutral endpoint accepted the six revision-218 research, dataset, feed and sitemap URLs. Revisions 219 through 222 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions218-222-extended-post-ready-control-2026-08-17-0255", "observedPeriod": "2026-08-17T02:51:00Z/2026-08-17T02:55:30Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision218-2026-08-17-0252", "observedAt": "2026-08-17T02:52:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Dg6tqTvL66iRU767di1LgH2HS1gP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:44:00Z", "fingerprintChanged": false, "interpretation": "Revision 218 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision219-2026-08-17-0252", "observedAt": "2026-08-17T02:52:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_21NKkGLcaswi8kMrwa2VDAApbrGp", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:52:00Z", "fingerprintChanged": false, "interpretation": "Revision 219 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-change-revision220-2026-08-17-0253", "observedAt": "2026-08-17T02:53:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4eKGnCpQJwy6tug8cxXUt748R3ZS", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/" ], "orderedCommercialResultSha256": "fb97c9ddb6a1f3e85409d32c25cfc734353c1e8969748fad687396a6163f07ae", "previousOrderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "fingerprintChanged": true, "change": "GrowthMarshal dropped from the tracked first five; LLM Pulse entered fifth; the first four commercial URLs stayed in place.", "interpretation": "Revision 220 remained negative but produced the second tracked alternative leader set while byte-identical site content was served. Quoted First did not enter the refreshed set." }, { "id": "category-fingerprint-reversion-revision221-2026-08-17-0254", "observedAt": "2026-08-17T02:54:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7VFJKFDcHQTz7PacmQDZ5Pk9K3Xt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousOrderedCommercialResultSha256": "fb97c9ddb6a1f3e85409d32c25cfc734353c1e8969748fad687396a6163f07ae", "fingerprintChanged": true, "returnedToHistoricalFingerprint": true, "interpretation": "Revision 221 remained negative and the first five returned to the historical fingerprint one check after the revision-220 change. Quoted First remained absent." }, { "id": "category-fingerprint-stability-revision222-2026-08-17-0255", "observedAt": "2026-08-17T02:55:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CBFg28DHBDjgpkTQ3fXtwocHCm3q", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:54:00Z", "fingerprintChanged": false, "interpretation": "Revision 222 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions223-227-byte-identical-live-parity-2026-08-17-0303", "observedPeriod": "2026-08-17T02:59:09Z/2026-08-17T03:03:01Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 223, "deployment": "dpl_7DWD6s81YHMb8sNKrs6mXbBpyRgy", "createdAt": "2026-08-17T02:59:09Z", "verifiedThrough": "2026-08-17T02:59:35Z" }, { "revision": 224, "deployment": "dpl_ArNLC19M8G8eY65Z6QJzcf8VnM2S", "createdAt": "2026-08-17T03:00:23Z", "verifiedThrough": "2026-08-17T03:00:45Z" }, { "revision": 225, "deployment": "dpl_4Tc6rRFenDFYvErZmXVbzTGHqRSU", "createdAt": "2026-08-17T03:01:04Z", "verifiedThrough": "2026-08-17T03:01:27Z" }, { "revision": 226, "deployment": "dpl_4sZDx4pfrroqDhpS1hGZ51fgSAK5", "createdAt": "2026-08-17T03:01:49Z", "verifiedThrough": "2026-08-17T03:02:10Z" }, { "revision": 227, "deployment": "dpl_CCL7GhtxZjqYWRRDpzi11bgWzGnT", "createdAt": "2026-08-17T03:02:35Z", "verifiedThrough": "2026-08-17T03:03:01Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "7a7a875ab958ec529240fb1ce26065bcc202b87f009b2e395f925697bb89c3c5", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.180.0", "liveObservationCount": 753, "interpretation": "Revisions 223 through 227 were byte-identical production deployments of dataset 1.180.0 and the stabilized comparison. Every protected and canonical response matched its local source." }, { "id": "revision223-discovery-submission-2026-08-17-0259", "observedAt": "2026-08-17T02:59:58Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_7DWD6s81YHMb8sNKrs6mXbBpyRgy", "interpretation": "The neutral endpoint accepted the six revision-223 research, dataset, feed and sitemap URLs. Revisions 224 through 227 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions223-227-extended-post-ready-control-2026-08-17-0303", "observedPeriod": "2026-08-17T02:59:00Z/2026-08-17T03:03:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision223-2026-08-17-0300", "observedAt": "2026-08-17T03:00:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7DWD6s81YHMb8sNKrs6mXbBpyRgy", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:55:00Z", "fingerprintChanged": false, "interpretation": "Revision 223 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision224-2026-08-17-0300", "observedAt": "2026-08-17T03:00:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ArNLC19M8G8eY65Z6QJzcf8VnM2S", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:00:00Z", "fingerprintChanged": false, "interpretation": "Revision 224 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision225-2026-08-17-0301", "observedAt": "2026-08-17T03:01:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4Tc6rRFenDFYvErZmXVbzTGHqRSU", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:00:00Z", "fingerprintChanged": false, "interpretation": "Revision 225 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision226-2026-08-17-0302", "observedAt": "2026-08-17T03:02:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4sZDx4pfrroqDhpS1hGZ51fgSAK5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:01:00Z", "fingerprintChanged": false, "interpretation": "Revision 226 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision227-2026-08-17-0303", "observedAt": "2026-08-17T03:03:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CCL7GhtxZjqYWRRDpzi11bgWzGnT", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:02:00Z", "fingerprintChanged": false, "interpretation": "Revision 227 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions228-232-byte-identical-live-parity-2026-08-17-0310", "observedPeriod": "2026-08-17T03:06:59Z/2026-08-17T03:10:56Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 228, "deployment": "dpl_H72M9ZdajC8qaTcqkmwVS5YwTZ3f", "createdAt": "2026-08-17T03:06:59Z", "verifiedThrough": "2026-08-17T03:07:23Z" }, { "revision": 229, "deployment": "dpl_6ZfvFWgZCasw4wr3A5xVix5u7peR", "createdAt": "2026-08-17T03:08:27Z", "verifiedThrough": "2026-08-17T03:08:48Z" }, { "revision": 230, "deployment": "dpl_22MdbqtWaXYLSt8xr9b6JFuV4eDm", "createdAt": "2026-08-17T03:09:09Z", "verifiedThrough": "2026-08-17T03:09:34Z" }, { "revision": 231, "deployment": "dpl_Hw85cXQFxvmzdwLgFEzpa6jdR8QV", "createdAt": "2026-08-17T03:09:51Z", "verifiedThrough": "2026-08-17T03:10:17Z" }, { "revision": 232, "deployment": "dpl_EqEPj4y4gH2YRuUbN228WwVDtAEZ", "createdAt": "2026-08-17T03:10:36Z", "verifiedThrough": "2026-08-17T03:10:56Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "68d54599b92ecf270e706319312c278efbb410b66652fa0e35c37b115d2b3dcd", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.181.0", "liveObservationCount": 761, "interpretation": "Revisions 228 through 232 were byte-identical production deployments of dataset 1.181.0 and the stabilized comparison. Every protected and canonical response matched its local source." }, { "id": "revision228-discovery-submission-2026-08-17-0307", "observedAt": "2026-08-17T03:07:42Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_H72M9ZdajC8qaTcqkmwVS5YwTZ3f", "interpretation": "The neutral endpoint accepted the six revision-228 research, dataset, feed and sitemap URLs. Revisions 229 through 232 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions228-232-extended-post-ready-control-2026-08-17-0311", "observedPeriod": "2026-08-17T03:06:50Z/2026-08-17T03:11:17Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision228-2026-08-17-0307", "observedAt": "2026-08-17T03:07:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_H72M9ZdajC8qaTcqkmwVS5YwTZ3f", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 228 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "brand-and-site-admission-controls-revision228-2026-08-17-0308", "observedAt": "2026-08-17T03:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "\"Quoted First\" \"LLM search optimization\"", "site:quotedfirst.com \"LLM search optimizer\"" ], "targetRetrieved": false, "siteQualifiedResultsRestrictedToTargetDomain": false, "interpretation": "Neither native diagnostic retrieved Quoted First. The quoted brand-and-topic query and the site-qualified syntax both returned unrelated domains, so this is evidence of non-retrieval in this surface, not a conventional index count." }, { "id": "category-fingerprint-stability-revision229-2026-08-17-0308", "observedAt": "2026-08-17T03:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6ZfvFWgZCasw4wr3A5xVix5u7peR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:07:00Z", "fingerprintChanged": false, "interpretation": "Revision 229 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision230-2026-08-17-0309", "observedAt": "2026-08-17T03:09:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_22MdbqtWaXYLSt8xr9b6JFuV4eDm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 230 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision231-2026-08-17-0310", "observedAt": "2026-08-17T03:10:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Hw85cXQFxvmzdwLgFEzpa6jdR8QV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:09:00Z", "fingerprintChanged": false, "interpretation": "Revision 231 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision232-2026-08-17-0311", "observedAt": "2026-08-17T03:11:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EqEPj4y4gH2YRuUbN228WwVDtAEZ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:10:00Z", "fingerprintChanged": false, "interpretation": "Revision 232 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions233-237-byte-identical-live-parity-2026-08-17-0318", "observedPeriod": "2026-08-17T03:14:51Z/2026-08-17T03:18:39Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 233, "deployment": "dpl_JA2VJY6GnaPfVaSQfGKZFbgc3Hac", "createdAt": "2026-08-17T03:14:51Z", "verifiedThrough": "2026-08-17T03:15:12Z" }, { "revision": 234, "deployment": "dpl_6HSR7w3Kcz3kSjp3w1vUaSh5G8qB", "createdAt": "2026-08-17T03:16:03Z", "verifiedThrough": "2026-08-17T03:16:28Z" }, { "revision": 235, "deployment": "dpl_EBgCNjwQfasMHYzacmWYV6Bu1z34", "createdAt": "2026-08-17T03:16:50Z", "verifiedThrough": "2026-08-17T03:17:12Z" }, { "revision": 236, "deployment": "dpl_BeRFHyhVj12XBrBYPruno39GZw2g", "createdAt": "2026-08-17T03:17:31Z", "verifiedThrough": "2026-08-17T03:17:57Z" }, { "revision": 237, "deployment": "dpl_CU1PrHCBxs3XZWmGrxRC1L4j1gE9", "createdAt": "2026-08-17T03:18:16Z", "verifiedThrough": "2026-08-17T03:18:39Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "32198693b8be6c7e7eb42a15ef8ef6a27a8c659fa876f5716786cf6a87428d90", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.182.0", "liveObservationCount": 770, "interpretation": "Revisions 233 through 237 were byte-identical production deployments of dataset 1.182.0 and the stabilized comparison. Every protected and canonical response matched its local source." }, { "id": "revision233-discovery-submission-2026-08-17-0315", "observedAt": "2026-08-17T03:15:38Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_JA2VJY6GnaPfVaSQfGKZFbgc3Hac", "interpretation": "The neutral endpoint accepted the six revision-233 research, dataset, feed and sitemap URLs. Revisions 234 through 237 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions233-237-extended-post-ready-control-2026-08-17-0318", "observedPeriod": "2026-08-17T03:14:45Z/2026-08-17T03:18:59Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision233-2026-08-17-0315", "observedAt": "2026-08-17T03:15:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_JA2VJY6GnaPfVaSQfGKZFbgc3Hac", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:11:00Z", "fingerprintChanged": false, "interpretation": "Revision 233 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision234-2026-08-17-0316", "observedAt": "2026-08-17T03:16:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6HSR7w3Kcz3kSjp3w1vUaSh5G8qB", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:15:00Z", "fingerprintChanged": false, "interpretation": "Revision 234 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision235-2026-08-17-0317", "observedAt": "2026-08-17T03:17:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EBgCNjwQfasMHYzacmWYV6Bu1z34", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:16:00Z", "fingerprintChanged": false, "interpretation": "Revision 235 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision236-2026-08-17-0318", "observedAt": "2026-08-17T03:18:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BeRFHyhVj12XBrBYPruno39GZw2g", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:17:00Z", "fingerprintChanged": false, "interpretation": "Revision 236 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision237-2026-08-17-0318", "observedAt": "2026-08-17T03:18:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CU1PrHCBxs3XZWmGrxRC1L4j1gE9", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:18:00Z", "fingerprintChanged": false, "interpretation": "Revision 237 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions238-242-byte-identical-live-parity-2026-08-17-0326", "observedPeriod": "2026-08-17T03:22:18Z/2026-08-17T03:26:13Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 238, "deployment": "dpl_BABrTT9S4vnEtLbeXiCBKG4aaJrw", "createdAt": "2026-08-17T03:22:18Z", "verifiedThrough": "2026-08-17T03:22:41Z" }, { "revision": 239, "deployment": "dpl_GNDrYg1JTs6sP4zF49gLrTXaP7e4", "createdAt": "2026-08-17T03:23:30Z", "verifiedThrough": "2026-08-17T03:23:54Z" }, { "revision": 240, "deployment": "dpl_AovR5CcZtSrr8iUJ6CdLZhhVo5t8", "createdAt": "2026-08-17T03:24:16Z", "verifiedThrough": "2026-08-17T03:24:38Z" }, { "revision": 241, "deployment": "dpl_3LXmN9rFp145fwCGYY8KJnXgUrZP", "createdAt": "2026-08-17T03:25:02Z", "verifiedThrough": "2026-08-17T03:25:29Z" }, { "revision": 242, "deployment": "dpl_33qKrmUftJUgdT6j5t1hhFv3neay", "createdAt": "2026-08-17T03:25:51Z", "verifiedThrough": "2026-08-17T03:26:13Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "2712fa9f591210f274c17e1ac81ae5786f9164a7993c8ce4c44d80de8a98ec77", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.183.0", "liveObservationCount": 778, "interpretation": "Revisions 238 through 242 were byte-identical production deployments of dataset 1.183.0 and the stabilized comparison. Every protected and canonical response matched its local source." }, { "id": "revision238-discovery-submission-2026-08-17-0323", "observedAt": "2026-08-17T03:23:06Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_BABrTT9S4vnEtLbeXiCBKG4aaJrw", "interpretation": "The neutral endpoint accepted the six revision-238 research, dataset, feed and sitemap URLs. Revisions 239 through 242 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions238-242-extended-post-ready-control-2026-08-17-0326", "observedPeriod": "2026-08-17T03:22:10Z/2026-08-17T03:26:30Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision238-2026-08-17-0323", "observedAt": "2026-08-17T03:23:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BABrTT9S4vnEtLbeXiCBKG4aaJrw", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:18:00Z", "fingerprintChanged": false, "interpretation": "Revision 238 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision239-2026-08-17-0323", "observedAt": "2026-08-17T03:23:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GNDrYg1JTs6sP4zF49gLrTXaP7e4", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:23:00Z", "fingerprintChanged": false, "interpretation": "Revision 239 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision240-2026-08-17-0324", "observedAt": "2026-08-17T03:24:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AovR5CcZtSrr8iUJ6CdLZhhVo5t8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:23:00Z", "fingerprintChanged": false, "interpretation": "Revision 240 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision241-2026-08-17-0325", "observedAt": "2026-08-17T03:25:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3LXmN9rFp145fwCGYY8KJnXgUrZP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:24:00Z", "fingerprintChanged": false, "interpretation": "Revision 241 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision242-2026-08-17-0326", "observedAt": "2026-08-17T03:26:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_33qKrmUftJUgdT6j5t1hhFv3neay", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:25:00Z", "fingerprintChanged": false, "interpretation": "Revision 242 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions243-247-byte-identical-live-parity-2026-08-17-0334", "observedPeriod": "2026-08-17T03:29:51Z/2026-08-17T03:34:27Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 243, "deployment": "dpl_GGCp54Vx7BUrbXfAadmj9RPoRYBo", "createdAt": "2026-08-17T03:29:51Z", "verifiedThrough": "2026-08-17T03:30:17Z" }, { "revision": 244, "deployment": "dpl_9RdBbmJxtdV39StETEy258TiwZRt", "createdAt": "2026-08-17T03:31:08Z", "verifiedThrough": "2026-08-17T03:31:33Z" }, { "revision": 245, "deployment": "dpl_4gTK3Dbtpp56a6RoHvpYG8PrHMNu", "createdAt": "2026-08-17T03:31:52Z", "verifiedThrough": "2026-08-17T03:32:18Z" }, { "revision": 246, "deployment": "dpl_FF4vAvV62AZACog332UjDQfqsfKM", "createdAt": "2026-08-17T03:32:57Z", "verifiedThrough": "2026-08-17T03:33:42Z" }, { "revision": 247, "deployment": "dpl_HrajJeRWwfypCvkv2jMXj3KVmfv6", "createdAt": "2026-08-17T03:34:07Z", "verifiedThrough": "2026-08-17T03:34:27Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "cecd2d641d2b9fbdc863db5a01531bcdfd843202b248a867c381c77330179ca4", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.184.0", "liveObservationCount": 786, "interpretation": "Revisions 243 through 247 were byte-identical production deployments of dataset 1.184.0 and the stabilized comparison. Every protected and canonical response matched its local source." }, { "id": "revision243-discovery-submission-2026-08-17-0330", "observedAt": "2026-08-17T03:30:41Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_GGCp54Vx7BUrbXfAadmj9RPoRYBo", "interpretation": "The neutral endpoint accepted the six revision-243 research, dataset, feed and sitemap URLs. Revisions 244 through 247 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions243-247-extended-post-ready-control-2026-08-17-0334", "observedPeriod": "2026-08-17T03:29:45Z/2026-08-17T03:34:50Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision243-2026-08-17-0330", "observedAt": "2026-08-17T03:30:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GGCp54Vx7BUrbXfAadmj9RPoRYBo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:26:00Z", "fingerprintChanged": false, "interpretation": "Revision 243 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision244-2026-08-17-0331", "observedAt": "2026-08-17T03:31:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9RdBbmJxtdV39StETEy258TiwZRt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:30:00Z", "fingerprintChanged": false, "interpretation": "Revision 244 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision245-2026-08-17-0332", "observedAt": "2026-08-17T03:32:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4gTK3Dbtpp56a6RoHvpYG8PrHMNu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:31:00Z", "fingerprintChanged": false, "interpretation": "Revision 245 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision246-2026-08-17-0333", "observedAt": "2026-08-17T03:33:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FF4vAvV62AZACog332UjDQfqsfKM", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:32:00Z", "fingerprintChanged": false, "interpretation": "Revision 246 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-recurrence-revision247-2026-08-17-0334", "observedAt": "2026-08-17T03:34:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HrajJeRWwfypCvkv2jMXj3KVmfv6", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/", "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/" ], "orderedCommercialResultSha256": "c23ce89eb1d404651570f527ae34e76bc663a5af6fbeaec4c8452bb2e11de912", "previousOrderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T02:24:00Z", "fingerprintChanged": true, "change": "SearchMention dropped from the tracked first five; GrowthMarshal moved from fifth to fourth; LLM Pulse entered fifth.", "interpretation": "Revision 247 remained negative and reproduced the alternative fingerprint first observed at revision 206. Quoted First did not enter the refreshed set." }, { "id": "revisions248-252-byte-identical-live-parity-2026-08-17-0344", "observedPeriod": "2026-08-17T03:39:50Z/2026-08-17T03:43:55Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 248, "deployment": "dpl_AW8KhXv9QTxm3rd7UpVNsHAHvobA", "createdAt": "2026-08-17T03:39:50Z", "verifiedThrough": "2026-08-17T03:40:42Z" }, { "revision": 249, "deployment": "dpl_7HU95eq8bgnku318HvKqzxgDCgVe", "createdAt": "2026-08-17T03:41:31Z", "verifiedThrough": "2026-08-17T03:41:52Z" }, { "revision": 250, "deployment": "dpl_GvwsC3U2v43vCqxdReHZzRHfZzpj", "createdAt": "2026-08-17T03:42:14Z", "verifiedThrough": "2026-08-17T03:42:35Z" }, { "revision": 251, "deployment": "dpl_EQSvHYzQrKsPwnus7tnWqf9fPQfb", "createdAt": "2026-08-17T03:42:51Z", "verifiedThrough": "2026-08-17T03:43:16Z" }, { "revision": 252, "deployment": "dpl_CYVMkWFR2JHiBZnRQBWD82bQrjf8", "createdAt": "2026-08-17T03:43:34Z", "verifiedThrough": "2026-08-17T03:43:55Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "e94ed8d0537472712f4be2d489d766b817944471335a313402ead30662dfefd7", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.185.0", "liveObservationCount": 794, "interpretation": "Revisions 248 through 252 were byte-identical production deployments of dataset 1.185.0 and the stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision248-discovery-submission-2026-08-17-0340", "observedAt": "2026-08-17T03:40:57Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_AW8KhXv9QTxm3rd7UpVNsHAHvobA", "interpretation": "The neutral endpoint accepted the six revision-248 research, dataset, feed and sitemap URLs. Revisions 249 through 252 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions248-252-extended-post-ready-control-2026-08-17-0345", "observedPeriod": "2026-08-17T03:39:45Z/2026-08-17T03:45:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-restoration-revision248-2026-08-17-0341", "observedAt": "2026-08-17T03:41:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AW8KhXv9QTxm3rd7UpVNsHAHvobA", "orderedCommercialResultUrls": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousOrderedCommercialResultSha256": "c23ce89eb1d404651570f527ae34e76bc663a5af6fbeaec4c8452bb2e11de912", "previousMatchingFingerprintObservedAt": "2026-08-17T03:33:00Z", "fingerprintChanged": true, "change": "SearchMention returned in fourth; GrowthMarshal moved from fourth to fifth; LLM Pulse dropped from the tracked first five.", "interpretation": "Revision 248 remained negative and restored the historical first-five commercial fingerprint after revision 247's alternative set. Quoted First did not enter the refreshed set." }, { "id": "category-fingerprint-stability-revision249-2026-08-17-0342", "observedAt": "2026-08-17T03:42:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7HU95eq8bgnku318HvKqzxgDCgVe", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:41:00Z", "fingerprintChanged": false, "interpretation": "Revision 249 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision250-2026-08-17-0342", "observedAt": "2026-08-17T03:42:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GvwsC3U2v43vCqxdReHZzRHfZzpj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:42:00Z", "fingerprintChanged": false, "interpretation": "Revision 250 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision251-2026-08-17-0343", "observedAt": "2026-08-17T03:43:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EQSvHYzQrKsPwnus7tnWqf9fPQfb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:42:00Z", "fingerprintChanged": false, "interpretation": "Revision 251 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision252-2026-08-17-0344", "observedAt": "2026-08-17T03:44:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CYVMkWFR2JHiBZnRQBWD82bQrjf8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:43:00Z", "fingerprintChanged": false, "interpretation": "Revision 252 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions253-257-byte-identical-live-parity-2026-08-17-0351", "observedPeriod": "2026-08-17T03:48:16Z/2026-08-17T03:51:37Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 253, "deployment": "dpl_3c84Y2v8TWVBkf6cxMi5GxSFiVzi", "createdAt": "2026-08-17T03:48:16Z", "verifiedThrough": "2026-08-17T03:48:56Z" }, { "revision": 254, "deployment": "dpl_As2Eum6XFiucJHnLikhvuQDwWs4Y", "createdAt": "2026-08-17T03:49:24Z", "verifiedThrough": "2026-08-17T03:49:48Z" }, { "revision": 255, "deployment": "dpl_BVHkW8tEEVt1yswUVPkqrG17XUSf", "createdAt": "2026-08-17T03:50:04Z", "verifiedThrough": "2026-08-17T03:50:27Z" }, { "revision": 256, "deployment": "dpl_9nPC4HZJ1YvX6PyXk6iijdVtj9pM", "createdAt": "2026-08-17T03:50:40Z", "verifiedThrough": "2026-08-17T03:51:00Z" }, { "revision": 257, "deployment": "dpl_CV7V6nqLAvq9H46pL7bRbsxr6jvP", "createdAt": "2026-08-17T03:51:14Z", "verifiedThrough": "2026-08-17T03:51:37Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "3e41a2d5f7e1f80041a9d0e79cebbe1ac28f8c290a33b116f139f39d469602fa", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.186.0", "liveObservationCount": 802, "interpretation": "Revisions 253 through 257 were byte-identical production deployments of dataset 1.186.0 and the stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision253-discovery-submission-2026-08-17-0349", "observedAt": "2026-08-17T03:49:08Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_3c84Y2v8TWVBkf6cxMi5GxSFiVzi", "interpretation": "The neutral endpoint accepted the six revision-253 research, dataset, feed and sitemap URLs. Revisions 254 through 257 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions253-257-extended-post-ready-control-2026-08-17-0353", "observedPeriod": "2026-08-17T03:48:10Z/2026-08-17T03:53:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned empty summaries across the combined deployment window." }, { "id": "category-fingerprint-stability-revision253-2026-08-17-0349", "observedAt": "2026-08-17T03:49:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3c84Y2v8TWVBkf6cxMi5GxSFiVzi", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:44:00Z", "fingerprintChanged": false, "interpretation": "Revision 253 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision254-2026-08-17-0349", "observedAt": "2026-08-17T03:49:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_As2Eum6XFiucJHnLikhvuQDwWs4Y", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:49:00Z", "fingerprintChanged": false, "interpretation": "Revision 254 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision255-2026-08-17-0350", "observedAt": "2026-08-17T03:50:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BVHkW8tEEVt1yswUVPkqrG17XUSf", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:49:00Z", "fingerprintChanged": false, "interpretation": "Revision 255 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision256-2026-08-17-0351", "observedAt": "2026-08-17T03:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9nPC4HZJ1YvX6PyXk6iijdVtj9pM", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:50:00Z", "fingerprintChanged": false, "interpretation": "Revision 256 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision257-2026-08-17-0351", "observedAt": "2026-08-17T03:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CV7V6nqLAvq9H46pL7bRbsxr6jvP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:51:00Z", "fingerprintChanged": false, "interpretation": "Revision 257 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions258-262-byte-identical-live-parity-2026-08-17-0358", "observedPeriod": "2026-08-17T03:55:03Z/2026-08-17T03:58:13Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 258, "deployment": "dpl_8RjDEFDhi2dFmJ1SvPDzwTm8ViB5", "createdAt": "2026-08-17T03:55:03Z", "verifiedThrough": "2026-08-17T03:55:46Z" }, { "revision": 259, "deployment": "dpl_BYt3gLt8L4Uh3YyUJHJXoWcWgTWj", "createdAt": "2026-08-17T03:56:12Z", "verifiedThrough": "2026-08-17T03:56:33Z" }, { "revision": 260, "deployment": "dpl_8FEENxFoBHHoEZDmpkj3ZVqFA39i", "createdAt": "2026-08-17T03:56:45Z", "verifiedThrough": "2026-08-17T03:57:06Z" }, { "revision": 261, "deployment": "dpl_13Vf2RzE3qWX2Kpv7HYNDaHUv4Hh", "createdAt": "2026-08-17T03:57:20Z", "verifiedThrough": "2026-08-17T03:57:41Z" }, { "revision": 262, "deployment": "dpl_5Rt7anU4X8wJrq1Ta8fUf4iQRk9T", "createdAt": "2026-08-17T03:57:52Z", "verifiedThrough": "2026-08-17T03:58:13Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "9b52d6c8a20f7f5a56d133ae9ea164e31892232bf72cf687ad8f0728d16aef95", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.187.0", "liveObservationCount": 810, "interpretation": "Revisions 258 through 262 were byte-identical production deployments of dataset 1.187.0 and the stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision258-discovery-submission-2026-08-17-0355", "observedAt": "2026-08-17T03:55:58Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_8RjDEFDhi2dFmJ1SvPDzwTm8ViB5", "interpretation": "The neutral endpoint accepted the six revision-258 research, dataset, feed and sitemap URLs. Revisions 259 through 262 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions258-262-extended-post-ready-control-2026-08-17-0358", "observedPeriod": "2026-08-17T03:55:00Z/2026-08-17T03:58:33Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. A completed-interval recheck through the actual capture time found empty all-verified, OAI-SearchBot and ChatGPT-User summaries." }, { "id": "category-fingerprint-stability-revision258-2026-08-17-0356", "observedAt": "2026-08-17T03:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8RjDEFDhi2dFmJ1SvPDzwTm8ViB5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:51:00Z", "fingerprintChanged": false, "interpretation": "Revision 258 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision259-2026-08-17-0356", "observedAt": "2026-08-17T03:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BYt3gLt8L4Uh3YyUJHJXoWcWgTWj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 259 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision260-2026-08-17-0357", "observedAt": "2026-08-17T03:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8FEENxFoBHHoEZDmpkj3ZVqFA39i", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 260 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision261-2026-08-17-0357", "observedAt": "2026-08-17T03:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_13Vf2RzE3qWX2Kpv7HYNDaHUv4Hh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 261 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision262-2026-08-17-0358", "observedAt": "2026-08-17T03:58:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5Rt7anU4X8wJrq1Ta8fUf4iQRk9T", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 262 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions263-267-byte-identical-live-parity-2026-08-17-0405", "observedPeriod": "2026-08-17T04:02:00Z/2026-08-17T04:05:15Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 263, "deployment": "dpl_DeXq2jgC71BRnLJab7M6Q7uvRu3t", "createdAt": "2026-08-17T04:02:00Z", "verifiedThrough": "2026-08-17T04:02:43Z" }, { "revision": 264, "deployment": "dpl_DK2noXf8uUHDGyNc7Z3Jr4YkiU1z", "createdAt": "2026-08-17T04:03:08Z", "verifiedThrough": "2026-08-17T04:03:29Z" }, { "revision": 265, "deployment": "dpl_AiN5hRf7mYCZTKwawZZopRTEKXpk", "createdAt": "2026-08-17T04:03:43Z", "verifiedThrough": "2026-08-17T04:04:05Z" }, { "revision": 266, "deployment": "dpl_EZA6YNEV3NCri4suP8tTGG9MYX4Z", "createdAt": "2026-08-17T04:04:19Z", "verifiedThrough": "2026-08-17T04:04:39Z" }, { "revision": 267, "deployment": "dpl_7wnsT4vUbg4yyuMoTVXqwrgm46kh", "createdAt": "2026-08-17T04:04:54Z", "verifiedThrough": "2026-08-17T04:05:15Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "e4a46d648bc1b45190b8a45efcf7a8aa897decbd77523c1f4fc22af8f8b28569", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.188.0", "liveObservationCount": 818, "interpretation": "Revisions 263 through 267 were byte-identical production deployments of dataset 1.188.0 and the stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision263-discovery-submission-2026-08-17-0402", "observedAt": "2026-08-17T04:02:54Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_DeXq2jgC71BRnLJab7M6Q7uvRu3t", "interpretation": "The neutral endpoint accepted the six revision-263 research, dataset, feed and sitemap URLs. Revisions 264 through 267 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions263-267-extended-post-ready-control-2026-08-17-0405", "observedPeriod": "2026-08-17T04:01:55Z/2026-08-17T04:05:26Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision263-2026-08-17-0403", "observedAt": "2026-08-17T04:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DeXq2jgC71BRnLJab7M6Q7uvRu3t", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T03:58:00Z", "fingerprintChanged": false, "interpretation": "Revision 263 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision264-2026-08-17-0403", "observedAt": "2026-08-17T04:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DK2noXf8uUHDGyNc7Z3Jr4YkiU1z", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 264 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision265-2026-08-17-0404", "observedAt": "2026-08-17T04:04:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AiN5hRf7mYCZTKwawZZopRTEKXpk", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 265 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision266-2026-08-17-0404", "observedAt": "2026-08-17T04:04:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EZA6YNEV3NCri4suP8tTGG9MYX4Z", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:04:00Z", "fingerprintChanged": false, "interpretation": "Revision 266 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision267-2026-08-17-0405", "observedAt": "2026-08-17T04:05:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7wnsT4vUbg4yyuMoTVXqwrgm46kh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:04:00Z", "fingerprintChanged": false, "interpretation": "Revision 267 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions268-272-byte-identical-live-parity-2026-08-17-0412", "observedPeriod": "2026-08-17T04:08:35Z/2026-08-17T04:12:11Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 268, "deployment": "dpl_BUhwWYB4hdiJ3VbJU3vmZC7vo3PW", "createdAt": "2026-08-17T04:08:35Z", "verifiedThrough": "2026-08-17T04:09:17Z" }, { "revision": 269, "deployment": "dpl_2jVrwdmBWv5FJWNDGVs6dNyyiod6", "createdAt": "2026-08-17T04:09:47Z", "verifiedThrough": "2026-08-17T04:10:08Z" }, { "revision": 270, "deployment": "dpl_2pf4zbRwfNEQAT9NRaJCfLarvyxY", "createdAt": "2026-08-17T04:10:22Z", "verifiedThrough": "2026-08-17T04:10:44Z" }, { "revision": 271, "deployment": "dpl_8ZAG4waNvSXsR52gAVbLh8oas97s", "createdAt": "2026-08-17T04:10:58Z", "verifiedThrough": "2026-08-17T04:11:20Z" }, { "revision": 272, "deployment": "dpl_NcuS6kkNJzQt8eL6ydiRv6kPNxNa", "createdAt": "2026-08-17T04:11:50Z", "verifiedThrough": "2026-08-17T04:12:11Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "datasetChecksum": "92aae9b0038a756538398a22b0726d1ebaf127f54604d1f9d956d8f2aef55cb9", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.189.0", "liveObservationCount": 826, "interpretation": "Revisions 268 through 272 were byte-identical production deployments of dataset 1.189.0 and the stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision268-discovery-submission-2026-08-17-0409", "observedAt": "2026-08-17T04:09:29Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 6, "httpStatus": 200, "deployment": "dpl_BUhwWYB4hdiJ3VbJU3vmZC7vo3PW", "interpretation": "The neutral endpoint accepted the six revision-268 research, dataset, feed and sitemap URLs. Revisions 269 through 272 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions268-272-extended-post-ready-control-2026-08-17-0412", "observedPeriod": "2026-08-17T04:08:30Z/2026-08-17T04:12:23Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five completed revisions remained READY and error-free. Revision 272 required one retry after a pre-deployment CLI fetch failure; the retry created the recorded READY deployment. The completed-interval verified request queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision268-2026-08-17-0409", "observedAt": "2026-08-17T04:09:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BUhwWYB4hdiJ3VbJU3vmZC7vo3PW", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:05:00Z", "fingerprintChanged": false, "interpretation": "Revision 268 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision269-2026-08-17-0410", "observedAt": "2026-08-17T04:10:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2jVrwdmBWv5FJWNDGVs6dNyyiod6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:09:00Z", "fingerprintChanged": false, "interpretation": "Revision 269 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision270-2026-08-17-0410", "observedAt": "2026-08-17T04:10:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2pf4zbRwfNEQAT9NRaJCfLarvyxY", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:10:00Z", "fingerprintChanged": false, "interpretation": "Revision 270 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision271-2026-08-17-0411", "observedAt": "2026-08-17T04:11:00Z", "timePrecision": "minute", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8ZAG4waNvSXsR52gAVbLh8oas97s", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:10:00Z", "fingerprintChanged": false, "interpretation": "Revision 271 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision272-2026-08-17-0412", "observedAt": "2026-08-17T04:12:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_NcuS6kkNJzQt8eL6ydiRv6kPNxNa", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:11:00Z", "fingerprintChanged": false, "interpretation": "Revision 272 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-buyer-intent-batch-revision272-2026-08-17-0412", "observedAt": "2026-08-17T04:12:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queries": [ "best LLM search optimization service for an early-stage B2B SaaS startup", "LLM search optimizer for a SaaS company with no AI search visibility", "managed service to get my company cited in ChatGPT search results", "best agency to improve visibility in ChatGPT answers" ], "targetUrls": [ "https://quotedfirst.com/best-llm-search-optimization-agency", "https://quotedfirst.com/services.html" ], "targetRetrieved": false, "deploymentTested": "dpl_NcuS6kkNJzQt8eL6ydiRv6kPNxNa", "leadingDomainsObserved": [ "strategyeye.com", "bevisibleiq.com", "answerrank.ai", "llmclicks.com", "leadpulls.com", "exaltgrowth.com" ], "interpretation": "The four specific buyer-intent searches exposed an agency and managed-service candidate set distinct from the generic tools fingerprint, but neither Quoted First target appeared. The existing agency guide was selected for a focused B2B SaaS and managed-citation answer expansion rather than creating near-duplicate scenario pages." }, { "id": "revisions273-277-byte-identical-live-parity-2026-08-17-0422", "observedPeriod": "2026-08-17T04:17:56Z/2026-08-17T04:22:33Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 273, "deployment": "dpl_Gi4GtYmwRFVKncREvmFJCAdoWvUE", "createdAt": "2026-08-17T04:17:56Z", "verifiedThrough": "2026-08-17T04:18:51Z" }, { "revision": 274, "deployment": "dpl_525gsebxE2qwNpemiC1eXwAcyXBr", "createdAt": "2026-08-17T04:19:36Z", "verifiedThrough": "2026-08-17T04:20:08Z" }, { "revision": 275, "deployment": "dpl_3An847PLSd7ia1KjkrP2yL7NqcR5", "createdAt": "2026-08-17T04:20:26Z", "verifiedThrough": "2026-08-17T04:20:56Z" }, { "revision": 276, "deployment": "dpl_F2AfLBzcj2VFgbMiWKnjBqB6yYY7", "createdAt": "2026-08-17T04:21:14Z", "verifiedThrough": "2026-08-17T04:21:42Z" }, { "revision": 277, "deployment": "dpl_HxBTZ8RrbSFWzHGL3UpZamSF9EKu", "createdAt": "2026-08-17T04:21:56Z", "verifiedThrough": "2026-08-17T04:22:33Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "64fb22bc4ce8a276a14f77ef530415af9e009c5a38740e691cde9a7e433813b7", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.190.0", "liveObservationCount": 835, "interpretation": "Revisions 273 through 277 were byte-identical production deployments of dataset 1.190.0, the focused agency guide and the stabilized generic comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision273-discovery-submission-2026-08-17-0419", "observedAt": "2026-08-17T04:19:06Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Gi4GtYmwRFVKncREvmFJCAdoWvUE", "interpretation": "The neutral endpoint accepted the focused agency guide plus six revision-273 research, dataset, feed and sitemap URLs. Revisions 274 through 277 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions273-277-extended-post-ready-control-2026-08-17-0422", "observedPeriod": "2026-08-17T04:17:50Z/2026-08-17T04:22:50Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision273-2026-08-17-0419", "observedAt": "2026-08-17T04:19:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Gi4GtYmwRFVKncREvmFJCAdoWvUE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:12:00Z", "fingerprintChanged": false, "interpretation": "Revision 273 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-b2b-saas-revision273-2026-08-17-0419", "observedAt": "2026-08-17T04:19:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization service for an early-stage B2B SaaS startup", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_Gi4GtYmwRFVKncREvmFJCAdoWvUE", "leadingDomainsObserved": [ "xql.group", "bevisibleiq.com", "lureon.ai", "synscribe.com", "gracker.ai" ], "interpretation": "The first post-expansion B2B SaaS query remained negative. The result set favored dedicated B2B SaaS agency and solution pages; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision274-2026-08-17-0420", "observedAt": "2026-08-17T04:20:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_525gsebxE2qwNpemiC1eXwAcyXBr", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:19:00Z", "fingerprintChanged": false, "interpretation": "Revision 274 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision275-2026-08-17-0420", "observedAt": "2026-08-17T04:20:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3An847PLSd7ia1KjkrP2yL7NqcR5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:20:00Z", "fingerprintChanged": false, "interpretation": "Revision 275 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-managed-citation-revision275-2026-08-17-0421", "observedAt": "2026-08-17T04:21:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "managed service to get my company cited in ChatGPT search results", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_3An847PLSd7ia1KjkrP2yL7NqcR5", "leadingDomainsObserved": [ "kollavo.com", "leadpulls.com", "integritymarketing.biz", "citelyai.com", "bizl.com" ], "interpretation": "The managed-citation query remained negative and returned a service-oriented set distinct from both the generic tools and B2B SaaS sets; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision276-2026-08-17-0421", "observedAt": "2026-08-17T04:21:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_F2AfLBzcj2VFgbMiWKnjBqB6yYY7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:20:00Z", "fingerprintChanged": false, "interpretation": "Revision 276 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision277-2026-08-17-0422", "observedAt": "2026-08-17T04:22:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HxBTZ8RrbSFWzHGL3UpZamSF9EKu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:21:00Z", "fingerprintChanged": false, "interpretation": "Revision 277 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-b2b-saas-stability-revision277-2026-08-17-0422", "observedAt": "2026-08-17T04:22:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization service for an early-stage B2B SaaS startup", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_HxBTZ8RrbSFWzHGL3UpZamSF9EKu", "leadingDomainsObserved": [ "xql.group", "bevisibleiq.com", "lureon.ai", "synscribe.com", "gracker.ai" ], "fingerprintChanged": false, "interpretation": "The B2B SaaS result set remained stable between revisions 273 and 277; the focused Quoted First agency guide was still absent." }, { "id": "revisions278-282-byte-identical-live-parity-2026-08-17-0433", "observedPeriod": "2026-08-17T04:29:26Z/2026-08-17T04:33:51Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 278, "deployment": "dpl_BDMbygs6cxtHxSMpKi81EWBQvakx", "createdAt": "2026-08-17T04:29:26Z", "verifiedThrough": "2026-08-17T04:30:11Z" }, { "revision": 279, "deployment": "dpl_7MSHFCPAyXUCxAMPXGR5WG4eJ2Z7", "createdAt": "2026-08-17T04:30:46Z", "verifiedThrough": "2026-08-17T04:31:12Z" }, { "revision": 280, "deployment": "dpl_24kdy89prQQdX3pAtHj3AZTvXKW7", "createdAt": "2026-08-17T04:31:27Z", "verifiedThrough": "2026-08-17T04:32:21Z" }, { "revision": 281, "deployment": "dpl_BkGTP8oMM94Ccxt5j7YYYdWkftKz", "createdAt": "2026-08-17T04:32:45Z", "verifiedThrough": "2026-08-17T04:33:12Z" }, { "revision": 282, "deployment": "dpl_43uDwLnueFgsBTzdyZvgHMGKt4yP", "createdAt": "2026-08-17T04:33:25Z", "verifiedThrough": "2026-08-17T04:33:51Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "277bcf127e126f8a9c2084a03cbfdbd6410aebf92572c7fc26344d1dbc65928b", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.191.0", "liveObservationCount": 846, "interpretation": "Revisions 278 through 282 were byte-identical production deployments of dataset 1.191.0, the focused agency guide and the stabilized generic comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision278-discovery-submission-2026-08-17-0430", "observedAt": "2026-08-17T04:30:26Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BDMbygs6cxtHxSMpKi81EWBQvakx", "interpretation": "The neutral endpoint accepted the agency guide plus six materially changed revision-278 research, dataset, feed and sitemap URLs. Revisions 279 through 282 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions278-282-extended-post-ready-control-2026-08-17-0436", "observedPeriod": "2026-08-17T04:29:20Z/2026-08-17T04:36:10Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision278-2026-08-17-0430", "observedAt": "2026-08-17T04:30:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BDMbygs6cxtHxSMpKi81EWBQvakx", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:22:00Z", "fingerprintChanged": false, "interpretation": "The first exact acceptance check just beyond OpenAI's approximate post-robots adjustment window remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision279-2026-08-17-0431", "observedAt": "2026-08-17T04:31:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7MSHFCPAyXUCxAMPXGR5WG4eJ2Z7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:30:00Z", "fingerprintChanged": false, "interpretation": "Revision 279 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision280-2026-08-17-0432", "observedAt": "2026-08-17T04:32:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_24kdy89prQQdX3pAtHj3AZTvXKW7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:31:00Z", "fingerprintChanged": false, "interpretation": "Revision 280 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-chatgpt-visibility-agency-revision280-2026-08-17-0432", "observedAt": "2026-08-17T04:32:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best agency to improve visibility in ChatGPT answers", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_24kdy89prQQdX3pAtHj3AZTvXKW7", "leadingDomainsObserved": [ "strategyeye.com", "answerrank.ai", "showupwithai.com", "besalient.com", "botfusions.com" ], "interpretation": "The specific ChatGPT-answer-visibility agency query returned a dedicated agency set and remained negative for Quoted First." }, { "id": "category-fingerprint-stability-revision281-2026-08-17-0433", "observedAt": "2026-08-17T04:33:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BkGTP8oMM94Ccxt5j7YYYdWkftKz", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:32:00Z", "fingerprintChanged": false, "interpretation": "Revision 281 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision282-2026-08-17-0434", "observedAt": "2026-08-17T04:34:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_43uDwLnueFgsBTzdyZvgHMGKt4yP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 282 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-b2b-saas-stability-revision282-2026-08-17-0435", "observedAt": "2026-08-17T04:35:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization service for an early-stage B2B SaaS startup", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_43uDwLnueFgsBTzdyZvgHMGKt4yP", "leadingDomainsObserved": [ "bevisibleiq.com", "lureon.ai", "synscribe.com", "gracker.ai", "xql.group" ], "leadingDomainSetChanged": false, "leadingDomainOrderChanged": true, "interpretation": "The same five leading B2B SaaS domains remained in the visible set with a rotated order; the focused Quoted First agency guide was still absent." }, { "id": "revisions283-287-byte-identical-live-parity-2026-08-17-0444", "observedPeriod": "2026-08-17T04:40:53Z/2026-08-17T04:44:49Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 283, "deployment": "dpl_CfnCBKM4fYzMUfeg1TR33D7Nh53K", "createdAt": "2026-08-17T04:40:53Z", "verifiedThrough": "2026-08-17T04:41:21Z" }, { "revision": 284, "deployment": "dpl_FKy8e1XubXCxcrLLBwffgCyxyPSt", "createdAt": "2026-08-17T04:42:23Z", "verifiedThrough": "2026-08-17T04:42:48Z" }, { "revision": 285, "deployment": "dpl_GAWPfnrihUCd59w2wBNtAXz8Xor8", "createdAt": "2026-08-17T04:43:15Z", "verifiedThrough": "2026-08-17T04:43:34Z" }, { "revision": 286, "deployment": "dpl_9UmhvSY6GwRpw43E8ZUeKhPDLnCM", "createdAt": "2026-08-17T04:43:56Z", "verifiedThrough": "2026-08-17T04:44:13Z" }, { "revision": 287, "deployment": "dpl_DhJjiHoo4k8EaobaRLqyaYNy8X9C", "createdAt": "2026-08-17T04:44:32Z", "verifiedThrough": "2026-08-17T04:44:49Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "f1eab60ad5d514a20ad59623a13ca077d6b029555c78473b17350cb4734927a5", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.192.0", "liveObservationCount": 856, "interpretation": "Revisions 283 through 287 were byte-identical production deployments of dataset 1.192.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision283-discovery-submission-2026-08-17-0441", "observedAt": "2026-08-17T04:41:54Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_CfnCBKM4fYzMUfeg1TR33D7Nh53K", "interpretation": "The neutral endpoint accepted seven materially changed revision-283 research, dataset, feed and sitemap URLs. Revisions 284 through 287 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions283-287-extended-post-ready-control-2026-08-17-0445", "observedPeriod": "2026-08-17T04:40:45Z/2026-08-17T04:45:10Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision283-2026-08-17-0441", "observedAt": "2026-08-17T04:41:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CfnCBKM4fYzMUfeg1TR33D7Nh53K", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:34:00Z", "fingerprintChanged": false, "interpretation": "Revision 283 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision284-2026-08-17-0442", "observedAt": "2026-08-17T04:42:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FKy8e1XubXCxcrLLBwffgCyxyPSt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:41:00Z", "fingerprintChanged": false, "interpretation": "Revision 284 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-b2b-saas-price-cap-revision284-2026-08-17-0442", "observedAt": "2026-08-17T04:42:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimizer for a B2B SaaS startup under $3,000 per month", "targetRetrieved": false, "targetUrls": [ "https://quotedfirst.com/best-llm-search-optimization-agency", "https://quotedfirst.com/pricing.html" ], "deploymentTested": "dpl_FKy8e1XubXCxcrLLBwffgCyxyPSt", "leadingDomainsObserved": [ "mentionlm.com", "marketingforllms.com", "siftly.ai", "reachllm.com", "geonimo.com" ], "interpretation": "The price-constrained B2B SaaS query returned an affordable-platform and agency set. Quoted First remained absent even though its public $2,900 monthly managed plan fit the stated cap." }, { "id": "category-fingerprint-stability-revision285-2026-08-17-0443", "observedAt": "2026-08-17T04:43:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GAWPfnrihUCd59w2wBNtAXz8Xor8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:42:00Z", "fingerprintChanged": false, "interpretation": "Revision 285 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision286-2026-08-17-0444", "observedAt": "2026-08-17T04:44:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9UmhvSY6GwRpw43E8ZUeKhPDLnCM", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:43:00Z", "fingerprintChanged": false, "interpretation": "Revision 286 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision287-2026-08-17-0444", "observedAt": "2026-08-17T04:44:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DhJjiHoo4k8EaobaRLqyaYNy8X9C", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:44:00Z", "fingerprintChanged": false, "interpretation": "Revision 287 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions288-292-byte-identical-live-parity-2026-08-17-0452", "observedPeriod": "2026-08-17T04:48:50Z/2026-08-17T04:52:07Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 288, "deployment": "dpl_ECSjdWDJECHFFBTpt5NeHQJBtUfy", "createdAt": "2026-08-17T04:48:50Z", "verifiedThrough": "2026-08-17T04:49:09Z" }, { "revision": 289, "deployment": "dpl_cqJudhFsV81qdqNbfPktUH4iHgmh", "createdAt": "2026-08-17T04:49:57Z", "verifiedThrough": "2026-08-17T04:50:15Z" }, { "revision": 290, "deployment": "dpl_9LWtKKCDJ46uKhXfN4YGX4DvmJUu", "createdAt": "2026-08-17T04:50:37Z", "verifiedThrough": "2026-08-17T04:50:55Z" }, { "revision": 291, "deployment": "dpl_EyJuGETVTW29ziAna9x3mqUvrEgo", "createdAt": "2026-08-17T04:51:14Z", "verifiedThrough": "2026-08-17T04:51:31Z" }, { "revision": 292, "deployment": "dpl_82zndpmp1oAwC165RTRdYsUNWeMf", "createdAt": "2026-08-17T04:51:49Z", "verifiedThrough": "2026-08-17T04:52:07Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "af4f2a05dbfd915ea72621cda06dd20c5799ad73e9d82c042b80e4d0f406720f", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.193.0", "liveObservationCount": 865, "interpretation": "Revisions 288 through 292 were byte-identical production deployments of dataset 1.193.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision288-discovery-submission-2026-08-17-0449", "observedAt": "2026-08-17T04:49:37Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_ECSjdWDJECHFFBTpt5NeHQJBtUfy", "interpretation": "The neutral endpoint accepted seven materially changed revision-288 research, dataset, feed and sitemap URLs. Revisions 289 through 292 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions288-292-extended-post-ready-control-2026-08-17-0452", "observedPeriod": "2026-08-17T04:48:45Z/2026-08-17T04:52:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision288-2026-08-17-0449", "observedAt": "2026-08-17T04:49:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ECSjdWDJECHFFBTpt5NeHQJBtUfy", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:44:00Z", "fingerprintChanged": false, "interpretation": "Revision 288 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision289-2026-08-17-0450", "observedAt": "2026-08-17T04:50:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_cqJudhFsV81qdqNbfPktUH4iHgmh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:49:00Z", "fingerprintChanged": false, "interpretation": "Revision 289 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-b2b-saas-transparent-pricing-revision289-2026-08-17-0450", "observedAt": "2026-08-17T04:50:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization agency with transparent pricing for B2B SaaS startups", "targetRetrieved": false, "targetUrls": [ "https://quotedfirst.com/best-llm-search-optimization-agency", "https://quotedfirst.com/pricing.html" ], "deploymentTested": "dpl_cqJudhFsV81qdqNbfPktUH4iHgmh", "leadingDomainsObserved": [ "nexolance.agency", "voluminous.so", "anteagency.ai", "searchgain.io", "derivatex.agency" ], "interpretation": "The transparent-pricing B2B SaaS query returned another scenario-specific agency set and omitted Quoted First despite its public pricing and B2B SaaS buyer guidance." }, { "id": "category-fingerprint-stability-revision290-2026-08-17-0450", "observedAt": "2026-08-17T04:50:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9LWtKKCDJ46uKhXfN4YGX4DvmJUu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:50:00Z", "fingerprintChanged": false, "interpretation": "Revision 290 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision291-2026-08-17-0451", "observedAt": "2026-08-17T04:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EyJuGETVTW29ziAna9x3mqUvrEgo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:50:00Z", "fingerprintChanged": false, "interpretation": "Revision 291 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision292-2026-08-17-0452", "observedAt": "2026-08-17T04:52:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_82zndpmp1oAwC165RTRdYsUNWeMf", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:51:00Z", "fingerprintChanged": false, "interpretation": "Revision 292 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions293-297-byte-identical-live-parity-2026-08-17-0459", "observedPeriod": "2026-08-17T04:55:44Z/2026-08-17T04:59:11Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 293, "deployment": "dpl_BgnhAv1qQYZKPu4LHaKbXaSA4e3C", "createdAt": "2026-08-17T04:55:44Z", "verifiedThrough": "2026-08-17T04:56:04Z" }, { "revision": 294, "deployment": "dpl_7QBMskeaS58VvH8TuqdK8uM4S993", "createdAt": "2026-08-17T04:56:48Z", "verifiedThrough": "2026-08-17T04:57:05Z" }, { "revision": 295, "deployment": "dpl_DHtkCUs2jnm6xa4hQPjPKfKRJa7o", "createdAt": "2026-08-17T04:57:31Z", "verifiedThrough": "2026-08-17T04:57:51Z" }, { "revision": 296, "deployment": "dpl_HohmsdbVYVkidti66Fz4ZBai1xvV", "createdAt": "2026-08-17T04:58:11Z", "verifiedThrough": "2026-08-17T04:58:30Z" }, { "revision": 297, "deployment": "dpl_521fJbVJuuvgpuM3ygnE7xd9B2MV", "createdAt": "2026-08-17T04:58:50Z", "verifiedThrough": "2026-08-17T04:59:11Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "d603efe00b8f18b48eee6797e428309ee368835d335e5568abd1c82b624a7373", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.194.0", "liveObservationCount": 874, "interpretation": "Revisions 293 through 297 were byte-identical production deployments of dataset 1.194.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision293-discovery-submission-2026-08-17-0456", "observedAt": "2026-08-17T04:56:26Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BgnhAv1qQYZKPu4LHaKbXaSA4e3C", "interpretation": "The neutral endpoint accepted seven materially changed revision-293 research, dataset, feed and sitemap URLs. Revisions 294 through 297 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions293-297-extended-post-ready-control-2026-08-17-0459", "observedPeriod": "2026-08-17T04:55:40Z/2026-08-17T04:59:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision293-2026-08-17-0456", "observedAt": "2026-08-17T04:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BgnhAv1qQYZKPu4LHaKbXaSA4e3C", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:52:00Z", "fingerprintChanged": false, "interpretation": "Revision 293 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision294-2026-08-17-0457", "observedAt": "2026-08-17T04:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7QBMskeaS58VvH8TuqdK8uM4S993", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 294 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-new-york-b2b-saas-revision294-2026-08-17-0457", "observedAt": "2026-08-17T04:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization agency in New York for B2B SaaS startups", "targetRetrieved": false, "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "deploymentTested": "dpl_7QBMskeaS58VvH8TuqdK8uM4S993", "leadingDomainsObserved": [ "eggknite.com", "flow-agency.com", "klikcy.com", "saaspedia.io", "synscribe.com" ], "interpretation": "The New York and B2B SaaS query returned genuinely local and category-specific agency pages but omitted Quoted First despite its declared New York base and B2B SaaS guidance." }, { "id": "category-fingerprint-stability-revision295-2026-08-17-0457", "observedAt": "2026-08-17T04:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DHtkCUs2jnm6xa4hQPjPKfKRJa7o", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 295 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision296-2026-08-17-0458", "observedAt": "2026-08-17T04:58:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HohmsdbVYVkidti66Fz4ZBai1xvV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 296 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision297-2026-08-17-0459", "observedAt": "2026-08-17T04:59:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_521fJbVJuuvgpuM3ygnE7xd9B2MV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:58:00Z", "fingerprintChanged": false, "interpretation": "Revision 297 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions298-302-byte-identical-live-parity-2026-08-17-0506", "observedPeriod": "2026-08-17T05:02:48Z/2026-08-17T05:06:08Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 298, "deployment": "dpl_Crku4ZAEXXkGV1M2YfUdKPP6WCnC", "createdAt": "2026-08-17T05:02:48Z", "verifiedThrough": "2026-08-17T05:03:09Z" }, { "revision": 299, "deployment": "dpl_8AHDvJfMH1gyynSBTAbrKxHUPsT7", "createdAt": "2026-08-17T05:03:57Z", "verifiedThrough": "2026-08-17T05:04:15Z" }, { "revision": 300, "deployment": "dpl_EKmFB47T5k2jSxug4h1DVZ7WPFuL", "createdAt": "2026-08-17T05:04:37Z", "verifiedThrough": "2026-08-17T05:04:55Z" }, { "revision": 301, "deployment": "dpl_7fiNyLG54XiqDySLAUnMTHP764zR", "createdAt": "2026-08-17T05:05:13Z", "verifiedThrough": "2026-08-17T05:05:31Z" }, { "revision": 302, "deployment": "dpl_HZzs45pDzbyoExW22WUHLLDSKTNh", "createdAt": "2026-08-17T05:05:49Z", "verifiedThrough": "2026-08-17T05:06:08Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "309c11d891768883122a4f4a43a4e3137659cca6581bc3ff8433793d602f8915", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.195.0", "liveObservationCount": 883, "interpretation": "Revisions 298 through 302 were byte-identical production deployments of dataset 1.195.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision298-discovery-submission-2026-08-17-0503", "observedAt": "2026-08-17T05:03:35Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Crku4ZAEXXkGV1M2YfUdKPP6WCnC", "interpretation": "The neutral endpoint accepted seven materially changed revision-298 research, dataset, feed and sitemap URLs. Revisions 299 through 302 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions298-302-extended-post-ready-control-2026-08-17-0506", "observedPeriod": "2026-08-17T05:02:45Z/2026-08-17T05:06:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision298-2026-08-17-0503", "observedAt": "2026-08-17T05:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Crku4ZAEXXkGV1M2YfUdKPP6WCnC", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T04:59:00Z", "fingerprintChanged": false, "interpretation": "Revision 298 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision299-2026-08-17-0504", "observedAt": "2026-08-17T05:04:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8AHDvJfMH1gyynSBTAbrKxHUPsT7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 299 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-implementation-monitoring-revision299-2026-08-17-0504", "observedAt": "2026-08-17T05:04:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimization service that includes implementation and monitoring", "targetRetrieved": false, "targetUrls": [ "https://quotedfirst.com/services.html", "https://quotedfirst.com/best-llm-search-optimization-agency" ], "deploymentTested": "dpl_8AHDvJfMH1gyynSBTAbrKxHUPsT7", "leadingDomainsObserved": [ "oakpool.ai", "reachllm.com", "sofrono.io", "demandsphere.com", "llmreach.ai" ], "interpretation": "The implementation-plus-monitoring query returned a distinct managed-service set and omitted Quoted First despite those capabilities being explicit on the services and agency pages." }, { "id": "category-fingerprint-stability-revision300-2026-08-17-0504", "observedAt": "2026-08-17T05:04:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EKmFB47T5k2jSxug4h1DVZ7WPFuL", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:04:00Z", "fingerprintChanged": false, "interpretation": "Revision 300 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision301-2026-08-17-0505", "observedAt": "2026-08-17T05:05:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7fiNyLG54XiqDySLAUnMTHP764zR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:04:00Z", "fingerprintChanged": false, "interpretation": "Revision 301 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision302-2026-08-17-0506", "observedAt": "2026-08-17T05:06:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HZzs45pDzbyoExW22WUHLLDSKTNh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:05:00Z", "fingerprintChanged": false, "interpretation": "Revision 302 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions303-307-byte-identical-live-parity-2026-08-17-0513", "observedPeriod": "2026-08-17T05:09:53Z/2026-08-17T05:13:28Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 303, "deployment": "dpl_DHPkoa8zgPF6TgvssjZMtYy81UVF", "createdAt": "2026-08-17T05:09:53Z", "verifiedThrough": "2026-08-17T05:10:13Z" }, { "revision": 304, "deployment": "dpl_5FNcNQYGpXarCK7so3yq4nB1drsw", "createdAt": "2026-08-17T05:10:55Z", "verifiedThrough": "2026-08-17T05:11:13Z" }, { "revision": 305, "deployment": "dpl_F4AjkuevAw2kuoWgSgpWinNTVE8Q", "createdAt": "2026-08-17T05:11:40Z", "verifiedThrough": "2026-08-17T05:11:59Z" }, { "revision": 306, "deployment": "dpl_9T6YwhWy2igFEiiBm4YSNRd78y98", "createdAt": "2026-08-17T05:12:23Z", "verifiedThrough": "2026-08-17T05:12:44Z" }, { "revision": 307, "deployment": "dpl_KRGkX1QEFsEYa1LdmG4LZJMV6aRq", "createdAt": "2026-08-17T05:13:07Z", "verifiedThrough": "2026-08-17T05:13:28Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "073fa50ce427f19196ba0f2a6ce6649e6f90b88ae8fe648deb03a98557000593", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.196.0", "liveObservationCount": 892, "interpretation": "Revisions 303 through 307 were byte-identical production deployments of dataset 1.196.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision303-discovery-submission-2026-08-17-0510", "observedAt": "2026-08-17T05:10:39Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_DHPkoa8zgPF6TgvssjZMtYy81UVF", "interpretation": "The neutral endpoint accepted seven materially changed revision-303 research, dataset, feed and sitemap URLs. Revisions 304 through 307 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions303-307-extended-post-ready-control-2026-08-17-0513", "observedPeriod": "2026-08-17T05:09:50Z/2026-08-17T05:13:40Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision303-2026-08-17-0510", "observedAt": "2026-08-17T05:10:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DHPkoa8zgPF6TgvssjZMtYy81UVF", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:06:00Z", "fingerprintChanged": false, "interpretation": "Revision 303 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision304-2026-08-17-0511", "observedAt": "2026-08-17T05:11:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5FNcNQYGpXarCK7so3yq4nB1drsw", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:10:00Z", "fingerprintChanged": false, "interpretation": "Revision 304 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "quoted-brand-category-revision304-2026-08-17-0511", "observedAt": "2026-08-17T05:11:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" LLM search optimization agency", "targetRetrieved": false, "targetUrls": [ "https://quotedfirst.com/", "https://quotedfirst.com/best-llm-search-optimization-agency" ], "deploymentTested": "dpl_5FNcNQYGpXarCK7so3yq4nB1drsw", "leadingDomainsObserved": [ "llmseo.kr", "webtonic.io", "hurra.com", "seorav.com", "formulawonlabs.com" ], "interpretation": "The quoted exact-brand and category query returned unrelated agencies and omitted both Quoted First targets, isolating the observed non-retrieval from generic-query competition." }, { "id": "category-fingerprint-stability-revision305-2026-08-17-0512", "observedAt": "2026-08-17T05:12:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_F4AjkuevAw2kuoWgSgpWinNTVE8Q", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:11:00Z", "fingerprintChanged": false, "interpretation": "Revision 305 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision306-2026-08-17-0512", "observedAt": "2026-08-17T05:12:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9T6YwhWy2igFEiiBm4YSNRd78y98", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:12:00Z", "fingerprintChanged": false, "interpretation": "Revision 306 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision307-2026-08-17-0513", "observedAt": "2026-08-17T05:13:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_KRGkX1QEFsEYa1LdmG4LZJMV6aRq", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:12:00Z", "fingerprintChanged": false, "interpretation": "Revision 307 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions308-312-byte-identical-live-parity-2026-08-17-0521", "observedPeriod": "2026-08-17T05:17:07Z/2026-08-17T05:21:10Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 308, "deployment": "dpl_A6cFqLaTcvsL71cgXcWWrfNVfJVR", "createdAt": "2026-08-17T05:17:07Z", "verifiedThrough": "2026-08-17T05:17:27Z" }, { "revision": 309, "deployment": "dpl_AkJYCRps5frfzgSosc3L1TtNbGCo", "createdAt": "2026-08-17T05:18:15Z", "verifiedThrough": "2026-08-17T05:18:36Z" }, { "revision": 310, "deployment": "dpl_Ard2uFUftwGfjX1cVG5GAdptRKfH", "createdAt": "2026-08-17T05:18:59Z", "verifiedThrough": "2026-08-17T05:19:19Z" }, { "revision": 311, "deployment": "dpl_8xFxSgdYGBuGb5pG7MqdtbATPJT9", "createdAt": "2026-08-17T05:19:41Z", "verifiedThrough": "2026-08-17T05:20:01Z" }, { "revision": 312, "deployment": "dpl_CMByya3qNkVnAHyx4eE2ex2NA82X", "createdAt": "2026-08-17T05:20:45Z", "verifiedThrough": "2026-08-17T05:21:10Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "f20831416640744fc633c974a10bae469fbfeccbdd660ba9a9ddd31437794be2", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.197.0", "liveObservationCount": 901, "interpretation": "Revisions 308 through 312 were byte-identical production deployments of dataset 1.197.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision308-discovery-submission-2026-08-17-0517", "observedAt": "2026-08-17T05:17:53Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_A6cFqLaTcvsL71cgXcWWrfNVfJVR", "interpretation": "The neutral endpoint accepted seven materially changed revision-308 research, dataset, feed and sitemap URLs. Revisions 309 through 312 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions308-312-extended-post-ready-control-2026-08-17-0521", "observedPeriod": "2026-08-17T05:17:00Z/2026-08-17T05:21:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. Revision 312 took longer to complete but finished READY. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-refresh-revision308-2026-08-17-0517", "observedAt": "2026-08-17T05:17:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_A6cFqLaTcvsL71cgXcWWrfNVfJVR", "orderedCommercialResultSha256": "fb97c9ddb6a1f3e85409d32c25cfc734353c1e8969748fad687396a6163f07ae", "previousMatchingFingerprintObservedAt": "2026-08-16T22:20:00Z", "fingerprintChanged": true, "leadingCommercialResults": [ "https://slatehq.com/blog/best-llm-optimization-tools", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://searchmention.com/blog/best-ai-search-optimization-tools", "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/" ], "interpretation": "Revision 308 briefly returned the previously observed SearchMention-plus-LLM-Pulse alternate first-five commercial fingerprint. Quoted First remained absent, so the retrieval refresh was not treated as target success." }, { "id": "category-fingerprint-revert-revision309-2026-08-17-0518", "observedAt": "2026-08-17T05:18:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AkJYCRps5frfzgSosc3L1TtNbGCo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:13:00Z", "fingerprintChanged": true, "interpretation": "Revision 309 reverted to the historical first-five commercial fingerprint after the one-check revision-308 alternate; Quoted First remained absent." }, { "id": "category-fingerprint-stability-revision310-2026-08-17-0519", "observedAt": "2026-08-17T05:19:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ard2uFUftwGfjX1cVG5GAdptRKfH", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:18:00Z", "fingerprintChanged": false, "interpretation": "Revision 310 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision311-2026-08-17-0520", "observedAt": "2026-08-17T05:20:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8xFxSgdYGBuGb5pG7MqdtbATPJT9", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:19:00Z", "fingerprintChanged": false, "interpretation": "Revision 311 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision312-2026-08-17-0521", "observedAt": "2026-08-17T05:21:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CMByya3qNkVnAHyx4eE2ex2NA82X", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:20:00Z", "fingerprintChanged": false, "interpretation": "Revision 312 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions313-317-byte-identical-live-parity-2026-08-17-0529", "observedPeriod": "2026-08-17T05:26:26Z/2026-08-17T05:29:33Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 313, "deployment": "dpl_7QFNZRtSF6v7S1CSBNKk5kTW3LkJ", "createdAt": "2026-08-17T05:26:26Z", "verifiedThrough": "2026-08-17T05:26:53Z" }, { "revision": 314, "deployment": "dpl_9UVt4DbQLNrV4vB188Ci7xHD95qH", "createdAt": "2026-08-17T05:27:41Z", "verifiedThrough": "2026-08-17T05:27:58Z" }, { "revision": 315, "deployment": "dpl_Eu71YHDRoVzqnDePE2vcoFCzpXRj", "createdAt": "2026-08-17T05:28:17Z", "verifiedThrough": "2026-08-17T05:28:30Z" }, { "revision": 316, "deployment": "dpl_HzXVfxobhXwwV6cPxRib1vfFeKr3", "createdAt": "2026-08-17T05:28:43Z", "verifiedThrough": "2026-08-17T05:29:00Z" }, { "revision": 317, "deployment": "dpl_FFyVFyjtzNmM6mrEMsN2Yb9qhNLM", "createdAt": "2026-08-17T05:29:16Z", "verifiedThrough": "2026-08-17T05:29:33Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "2461513ca7af1685522b0b5b3532b90d9073488f2f8b2b629a02e9e8b2cf0fc4", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.198.0", "liveObservationCount": 909, "interpretation": "Revisions 313 through 317 were byte-identical production deployments of dataset 1.198.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision313-discovery-submission-2026-08-17-0527", "observedAt": "2026-08-17T05:27:11Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_7QFNZRtSF6v7S1CSBNKk5kTW3LkJ", "interpretation": "The neutral endpoint accepted seven materially changed revision-313 research, dataset, feed and sitemap URLs. Revisions 314 through 317 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions313-317-extended-post-ready-control-2026-08-17-0529", "observedPeriod": "2026-08-17T05:26:20Z/2026-08-17T05:29:50Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision313-2026-08-17-0527", "observedAt": "2026-08-17T05:27:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7QFNZRtSF6v7S1CSBNKk5kTW3LkJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:21:00Z", "fingerprintChanged": false, "interpretation": "Revision 313 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-managed-b2b-price-revision313-2026-08-17-0527", "observedAt": "2026-08-17T05:27:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimization agency for an early-stage B2B SaaS startup with transparent pricing under $3,000 per month", "targetRetrieved": false, "deploymentTested": "dpl_7QFNZRtSF6v7S1CSBNKk5kTW3LkJ", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "leadingResults": [ "https://b2bmint.com/", "https://saasconsult.co/saas-seo-agency/", "https://piperocket.digital/saas-seo-agency/", "https://www.voluminous.so/", "https://ranksages.com/" ], "interpretation": "The combined long-tail query closely matched the site's stated audience, managed delivery and public entry price, but returned other SaaS SEO and AI agencies. Quoted First remained absent, so specificity did not overcome the observed corpus-admission gap." }, { "id": "category-fingerprint-stability-revision314-2026-08-17-0528", "observedAt": "2026-08-17T05:28:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9UVt4DbQLNrV4vB188Ci7xHD95qH", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:27:00Z", "fingerprintChanged": false, "interpretation": "Revision 314 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision315-2026-08-17-0528", "observedAt": "2026-08-17T05:28:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Eu71YHDRoVzqnDePE2vcoFCzpXRj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:28:00Z", "fingerprintChanged": false, "interpretation": "Revision 315 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision316-2026-08-17-0529", "observedAt": "2026-08-17T05:29:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HzXVfxobhXwwV6cPxRib1vfFeKr3", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:28:00Z", "fingerprintChanged": false, "interpretation": "Revision 316 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision317-2026-08-17-0529", "observedAt": "2026-08-17T05:29:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FFyVFyjtzNmM6mrEMsN2Yb9qhNLM", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:29:00Z", "fingerprintChanged": false, "interpretation": "Revision 317 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions318-322-byte-identical-live-parity-2026-08-17-0536", "observedPeriod": "2026-08-17T05:33:52Z/2026-08-17T05:36:35Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 318, "deployment": "dpl_Bn5ag3hNwb9ERXjk4wJnuGPD6Xey", "createdAt": "2026-08-17T05:33:52Z", "verifiedThrough": "2026-08-17T05:34:11Z" }, { "revision": 319, "deployment": "dpl_GQKdoVxTeLvDPVZ53hg1JZknUdkK", "createdAt": "2026-08-17T05:34:47Z", "verifiedThrough": "2026-08-17T05:35:02Z" }, { "revision": 320, "deployment": "dpl_EbvtkMU6tgeFBVmRs6y6zpkFfB3v", "createdAt": "2026-08-17T05:35:16Z", "verifiedThrough": "2026-08-17T05:35:33Z" }, { "revision": 321, "deployment": "dpl_9eK8ou3qUyocP6W7n3ZpYqE66oSN", "createdAt": "2026-08-17T05:35:46Z", "verifiedThrough": "2026-08-17T05:36:00Z" }, { "revision": 322, "deployment": "dpl_EkTGQyfdaB1JZrRZzecqaUAyfgBr", "createdAt": "2026-08-17T05:36:16Z", "verifiedThrough": "2026-08-17T05:36:35Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "9380262dc9ac7b846c3e4a464fec30d0ee726766f01e6911f2b27621f1a36a8f", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.199.0", "liveObservationCount": 918, "interpretation": "Revisions 318 through 322 were byte-identical production deployments of dataset 1.199.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision318-discovery-submission-2026-08-17-0534", "observedAt": "2026-08-17T05:34:25Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Bn5ag3hNwb9ERXjk4wJnuGPD6Xey", "interpretation": "The neutral endpoint accepted seven materially changed revision-318 research, dataset, feed and sitemap URLs. Revisions 319 through 322 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions318-322-extended-post-ready-control-2026-08-17-0536", "observedPeriod": "2026-08-17T05:33:45Z/2026-08-17T05:36:50Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision318-2026-08-17-0534", "observedAt": "2026-08-17T05:34:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Bn5ag3hNwb9ERXjk4wJnuGPD6Xey", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:29:00Z", "fingerprintChanged": false, "interpretation": "Revision 318 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-managed-chatgpt-citations-revision318-2026-08-17-0534", "observedAt": "2026-08-17T05:34:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimization service for getting cited in ChatGPT answers", "targetRetrieved": false, "deploymentTested": "dpl_Bn5ag3hNwb9ERXjk4wJnuGPD6Xey", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "leadingResults": [ "https://citelyai.com/", "https://kollavo.com/", "https://www.citely.tech/", "https://contently.com/platform/llm-optimization/", "https://www.seorav.com/" ], "interpretation": "The citation-focused managed-service query returned established citation and LLM-visibility vendors. Quoted First remained absent despite the query matching the agency guide's declared service scope." }, { "id": "category-fingerprint-stability-revision319-2026-08-17-0535", "observedAt": "2026-08-17T05:35:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GQKdoVxTeLvDPVZ53hg1JZknUdkK", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:34:00Z", "fingerprintChanged": false, "interpretation": "Revision 319 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision320-2026-08-17-0535", "observedAt": "2026-08-17T05:35:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EbvtkMU6tgeFBVmRs6y6zpkFfB3v", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:35:00Z", "fingerprintChanged": false, "interpretation": "Revision 320 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision321-2026-08-17-0536", "observedAt": "2026-08-17T05:36:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9eK8ou3qUyocP6W7n3ZpYqE66oSN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:35:00Z", "fingerprintChanged": false, "interpretation": "Revision 321 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision322-2026-08-17-0536", "observedAt": "2026-08-17T05:36:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EkTGQyfdaB1JZrRZzecqaUAyfgBr", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:36:00Z", "fingerprintChanged": false, "interpretation": "Revision 322 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions323-327-byte-identical-live-parity-2026-08-17-0543", "observedPeriod": "2026-08-17T05:40:26Z/2026-08-17T05:43:22Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 323, "deployment": "dpl_Ghs36RjcqTVx51GXin48e12wTEA4", "createdAt": "2026-08-17T05:40:26Z", "verifiedThrough": "2026-08-17T05:40:47Z" }, { "revision": 324, "deployment": "dpl_8n4NR29Q2fnHoQJe5pDjMECt2WW5", "createdAt": "2026-08-17T05:41:23Z", "verifiedThrough": "2026-08-17T05:41:36Z" }, { "revision": 325, "deployment": "dpl_DparVhn49voJEPfoh2pbNjgWiq17", "createdAt": "2026-08-17T05:41:51Z", "verifiedThrough": "2026-08-17T05:42:08Z" }, { "revision": 326, "deployment": "dpl_Ezr8HQUvaBqiHviYknXB9YkUnb36", "createdAt": "2026-08-17T05:42:31Z", "verifiedThrough": "2026-08-17T05:42:49Z" }, { "revision": 327, "deployment": "dpl_HVBC5XUWeDSR6JAvjjY2BXdWSzZm", "createdAt": "2026-08-17T05:43:02Z", "verifiedThrough": "2026-08-17T05:43:22Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "639c05f6408ad008c862407629ee8ad7382aaad0d3b455b26d50818cea9205a6", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.200.0", "liveObservationCount": 927, "interpretation": "Revisions 323 through 327 were byte-identical production deployments of dataset 1.200.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision323-discovery-submission-2026-08-17-0541", "observedAt": "2026-08-17T05:41:03Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Ghs36RjcqTVx51GXin48e12wTEA4", "interpretation": "The neutral endpoint accepted seven materially changed revision-323 research, dataset, feed and sitemap URLs. Revisions 324 through 327 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions323-327-extended-post-ready-control-2026-08-17-0544", "observedPeriod": "2026-08-17T05:40:20Z/2026-08-17T05:44:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision323-2026-08-17-0541", "observedAt": "2026-08-17T05:41:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ghs36RjcqTVx51GXin48e12wTEA4", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:36:00Z", "fingerprintChanged": false, "interpretation": "Revision 323 remained negative with the historical first-five commercial fingerprint; lower-ranked auxiliary URLs rotated. Quoted First was absent." }, { "id": "category-fingerprint-stability-revision324-2026-08-17-0541", "observedAt": "2026-08-17T05:41:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8n4NR29Q2fnHoQJe5pDjMECt2WW5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:41:00Z", "fingerprintChanged": false, "interpretation": "Revision 324 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision325-2026-08-17-0542", "observedAt": "2026-08-17T05:42:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DparVhn49voJEPfoh2pbNjgWiq17", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:41:00Z", "fingerprintChanged": false, "interpretation": "Revision 325 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision326-2026-08-17-0542", "observedAt": "2026-08-17T05:42:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ezr8HQUvaBqiHviYknXB9YkUnb36", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:42:00Z", "fingerprintChanged": false, "interpretation": "Revision 326 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision327-2026-08-17-0543", "observedAt": "2026-08-17T05:43:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HVBC5XUWeDSR6JAvjjY2BXdWSzZm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:42:00Z", "fingerprintChanged": false, "interpretation": "Revision 327 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-done-for-you-startup-visibility-revision327-2026-08-17-0544", "observedAt": "2026-08-17T05:44:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best done-for-you AI search visibility service for getting a startup mentioned in ChatGPT", "targetRetrieved": false, "deploymentTested": "dpl_HVBC5XUWeDSR6JAvjjY2BXdWSzZm", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "leadingResults": [ "https://www.getcitedfirst.com/", "https://wellows.com/solutions/startups/", "https://www.getmentioned.co/", "https://www.ai-searchvisibility.com/", "https://brandmentions.link/" ], "interpretation": "The semantic long-tail rewrite returned citation and AI-visibility services, including a close-name competitor, but not Quoted First. The result strengthens the observed brand/corpus distinction without changing the generic acceptance criterion." }, { "id": "revisions328-332-byte-identical-live-parity-2026-08-17-0550", "observedPeriod": "2026-08-17T05:47:37Z/2026-08-17T05:50:26Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 328, "deployment": "dpl_9Wx5F8pQJ3bdQqHhagYDD2DDZeEc", "createdAt": "2026-08-17T05:47:37Z", "verifiedThrough": "2026-08-17T05:47:58Z" }, { "revision": 329, "deployment": "dpl_4RuinQeqB4zPhvMw2rvWeTiDsG5G", "createdAt": "2026-08-17T05:48:35Z", "verifiedThrough": "2026-08-17T05:48:51Z" }, { "revision": 330, "deployment": "dpl_6FqAwM97gEgWiRQorA774PTUe3iu", "createdAt": "2026-08-17T05:49:04Z", "verifiedThrough": "2026-08-17T05:49:22Z" }, { "revision": 331, "deployment": "dpl_5sE2qJQx5qUPA6kjL6u3FQj2XPyD", "createdAt": "2026-08-17T05:49:35Z", "verifiedThrough": "2026-08-17T05:49:52Z" }, { "revision": 332, "deployment": "dpl_2QaQfZcXoSB3yDUK8JV6YQEWWkWB", "createdAt": "2026-08-17T05:50:07Z", "verifiedThrough": "2026-08-17T05:50:26Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "a323ffdfacc99779dc084ba32ad0640ad15b724ecea8e776f282bb00a2f08c9c", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.201.0", "liveObservationCount": 936, "interpretation": "Revisions 328 through 332 were byte-identical production deployments of dataset 1.201.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision328-discovery-submission-2026-08-17-0548", "observedAt": "2026-08-17T05:48:13Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_9Wx5F8pQJ3bdQqHhagYDD2DDZeEc", "interpretation": "The neutral endpoint accepted seven materially changed revision-328 research, dataset, feed and sitemap URLs. Revisions 329 through 332 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions328-332-extended-post-ready-control-2026-08-17-0550", "observedPeriod": "2026-08-17T05:47:30Z/2026-08-17T05:50:40Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision328-2026-08-17-0548", "observedAt": "2026-08-17T05:48:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9Wx5F8pQJ3bdQqHhagYDD2DDZeEc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:43:00Z", "fingerprintChanged": false, "interpretation": "Revision 328 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision329-2026-08-17-0548", "observedAt": "2026-08-17T05:48:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4RuinQeqB4zPhvMw2rvWeTiDsG5G", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:48:00Z", "fingerprintChanged": false, "interpretation": "Revision 329 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision330-2026-08-17-0549", "observedAt": "2026-08-17T05:49:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6FqAwM97gEgWiRQorA774PTUe3iu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:48:00Z", "fingerprintChanged": false, "interpretation": "Revision 330 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision331-2026-08-17-0549", "observedAt": "2026-08-17T05:49:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5sE2qJQx5qUPA6kjL6u3FQj2XPyD", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:49:00Z", "fingerprintChanged": false, "interpretation": "Revision 331 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision332-2026-08-17-0550", "observedAt": "2026-08-17T05:50:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2QaQfZcXoSB3yDUK8JV6YQEWWkWB", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:49:00Z", "fingerprintChanged": false, "interpretation": "Revision 332 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions333-337-byte-identical-live-parity-2026-08-17-0557", "observedPeriod": "2026-08-17T05:54:18Z/2026-08-17T05:57:06Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 333, "deployment": "dpl_3GnjstuzCHDnvacXpAYqwWg2tvrs", "createdAt": "2026-08-17T05:54:18Z", "verifiedThrough": "2026-08-17T05:54:43Z" }, { "revision": 334, "deployment": "dpl_AKeQeXQjMcnfdV1ChWfdYHGa4C2c", "createdAt": "2026-08-17T05:55:15Z", "verifiedThrough": "2026-08-17T05:55:30Z" }, { "revision": 335, "deployment": "dpl_6hpPiSset6KQbr54o3SE9SE1xRMP", "createdAt": "2026-08-17T05:55:43Z", "verifiedThrough": "2026-08-17T05:55:59Z" }, { "revision": 336, "deployment": "dpl_FNni8kaWXWHC8Y4dVCTBxk5f8awo", "createdAt": "2026-08-17T05:56:16Z", "verifiedThrough": "2026-08-17T05:56:35Z" }, { "revision": 337, "deployment": "dpl_Eg6iDzLzS4YWo5SDPb3rvL6AVCbC", "createdAt": "2026-08-17T05:56:50Z", "verifiedThrough": "2026-08-17T05:57:06Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "2bc2525780f3858f2802871912e2791b3a75139b7fd7f408f7e2c0aaa1c629dd", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.202.0", "liveObservationCount": 944, "interpretation": "Revisions 333 through 337 were byte-identical production deployments of dataset 1.202.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision333-discovery-submission-2026-08-17-0554", "observedAt": "2026-08-17T05:54:58Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_3GnjstuzCHDnvacXpAYqwWg2tvrs", "interpretation": "The neutral endpoint accepted seven materially changed revision-333 research, dataset, feed and sitemap URLs. Revisions 334 through 337 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions333-337-extended-post-ready-control-2026-08-17-0557", "observedPeriod": "2026-08-17T05:54:10Z/2026-08-17T05:57:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision333-2026-08-17-0555", "observedAt": "2026-08-17T05:55:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3GnjstuzCHDnvacXpAYqwWg2tvrs", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:50:00Z", "fingerprintChanged": false, "interpretation": "Revision 333 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision334-2026-08-17-0555", "observedAt": "2026-08-17T05:55:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AKeQeXQjMcnfdV1ChWfdYHGa4C2c", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:55:00Z", "fingerprintChanged": false, "interpretation": "Revision 334 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision335-2026-08-17-0556", "observedAt": "2026-08-17T05:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6hpPiSset6KQbr54o3SE9SE1xRMP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:55:00Z", "fingerprintChanged": false, "interpretation": "Revision 335 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision336-2026-08-17-0556", "observedAt": "2026-08-17T05:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FNni8kaWXWHC8Y4dVCTBxk5f8awo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 336 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision337-2026-08-17-0557", "observedAt": "2026-08-17T05:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Eg6iDzLzS4YWo5SDPb3rvL6AVCbC", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 337 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions338-342-byte-identical-live-parity-2026-08-17-0603", "observedPeriod": "2026-08-17T06:00:52Z/2026-08-17T06:03:32Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 338, "deployment": "dpl_7VcxQvc9WDCBskkfn4X1Goe4K8dt", "createdAt": "2026-08-17T06:00:52Z", "verifiedThrough": "2026-08-17T06:01:13Z" }, { "revision": 339, "deployment": "dpl_2jrZeMnvs3PmSFR962XWZCF55z63", "createdAt": "2026-08-17T06:01:42Z", "verifiedThrough": "2026-08-17T06:01:56Z" }, { "revision": 340, "deployment": "dpl_CSqDSdZRnMekBxKfsAknrfss1U27", "createdAt": "2026-08-17T06:02:10Z", "verifiedThrough": "2026-08-17T06:02:29Z" }, { "revision": 341, "deployment": "dpl_AczKAVHnQXLtJK7aGY8KZWNqDAw5", "createdAt": "2026-08-17T06:02:43Z", "verifiedThrough": "2026-08-17T06:02:58Z" }, { "revision": 342, "deployment": "dpl_4q2jwD5oYShunHhpmMAPr7M8H4qy", "createdAt": "2026-08-17T06:03:14Z", "verifiedThrough": "2026-08-17T06:03:32Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "5a24de0326356eee8444b4834141dc45af0b94582c2ea7c972fe2a3df268af6d", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.203.0", "liveObservationCount": 952, "interpretation": "Revisions 338 through 342 were byte-identical production deployments of dataset 1.203.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision338-discovery-submission-2026-08-17-0601", "observedAt": "2026-08-17T06:01:27Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_7VcxQvc9WDCBskkfn4X1Goe4K8dt", "interpretation": "The neutral endpoint accepted seven materially changed revision-338 research, dataset, feed and sitemap URLs. Revisions 339 through 342 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions338-342-extended-post-ready-control-2026-08-17-0603", "observedPeriod": "2026-08-17T06:00:45Z/2026-08-17T06:03:45Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision338-2026-08-17-0601", "observedAt": "2026-08-17T06:01:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7VcxQvc9WDCBskkfn4X1Goe4K8dt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T05:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 338 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision339-2026-08-17-0601", "observedAt": "2026-08-17T06:01:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2jrZeMnvs3PmSFR962XWZCF55z63", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:01:00Z", "fingerprintChanged": false, "interpretation": "Revision 339 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision340-2026-08-17-0602", "observedAt": "2026-08-17T06:02:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CSqDSdZRnMekBxKfsAknrfss1U27", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:01:00Z", "fingerprintChanged": false, "interpretation": "Revision 340 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision341-2026-08-17-0603", "observedAt": "2026-08-17T06:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AczKAVHnQXLtJK7aGY8KZWNqDAw5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:02:00Z", "fingerprintChanged": false, "interpretation": "Revision 341 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision342-2026-08-17-0603", "observedAt": "2026-08-17T06:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4q2jwD5oYShunHhpmMAPr7M8H4qy", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 342 remained negative with the historical first-five commercial fingerprint while lower-ranked auxiliary URLs rotated; Quoted First was absent." }, { "id": "revisions343-347-byte-identical-live-parity-2026-08-17-0610", "observedPeriod": "2026-08-17T06:07:21Z/2026-08-17T06:10:25Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 343, "deployment": "dpl_CvFk19BhE3AcPNAsPG3q56pVEKEm", "createdAt": "2026-08-17T06:07:21Z", "verifiedThrough": "2026-08-17T06:07:42Z" }, { "revision": 344, "deployment": "dpl_AWfKscsBMKAcSWQkSLftcddCVXpx", "createdAt": "2026-08-17T06:08:31Z", "verifiedThrough": "2026-08-17T06:08:47Z" }, { "revision": 345, "deployment": "dpl_9Skhac3ZGfLHBf8NzDsZnnCdZzn6", "createdAt": "2026-08-17T06:09:01Z", "verifiedThrough": "2026-08-17T06:09:16Z" }, { "revision": 346, "deployment": "dpl_4obEZtaTAupiKvNKuLiTBtFsqurr", "createdAt": "2026-08-17T06:09:36Z", "verifiedThrough": "2026-08-17T06:09:50Z" }, { "revision": 347, "deployment": "dpl_2ZzQNtRZ5RWrsPt4Rn5KMsm6jk9t", "createdAt": "2026-08-17T06:10:06Z", "verifiedThrough": "2026-08-17T06:10:25Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "dbb8ca65db26a2c6c4f665664030454589c946c8c7e69b1362fde1cf79ca9773", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.204.0", "liveObservationCount": 960, "interpretation": "Revisions 343 through 347 were byte-identical production deployments of dataset 1.204.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision343-discovery-submission-2026-08-17-0607", "observedAt": "2026-08-17T06:07:57Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_CvFk19BhE3AcPNAsPG3q56pVEKEm", "interpretation": "The neutral endpoint accepted seven materially changed revision-343 research, dataset, feed and sitemap URLs. Revisions 344 through 347 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions343-347-extended-post-ready-control-2026-08-17-0610", "observedPeriod": "2026-08-17T06:07:15Z/2026-08-17T06:10:40Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision343-2026-08-17-0608", "observedAt": "2026-08-17T06:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CvFk19BhE3AcPNAsPG3q56pVEKEm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 343 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "quoted-brand-visibility-revision343-2026-08-17-0608", "observedAt": "2026-08-17T06:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" AI search visibility service", "targetRetrieved": false, "deploymentTested": "dpl_CvFk19BhE3AcPNAsPG3q56pVEKEm", "targetUrl": "https://quotedfirst.com/", "leadingResults": [ "https://gpto.io/", "https://chipos.io/blog/ai-visibility-audit-page-buyers-quote", "https://citala.ai/", "https://searchscore.io/guides/content-for-ai-search/", "https://www.aisearchvisibility.ai/docs/methodology" ], "interpretation": "A fresh quoted-brand visibility query after multiple accepted discovery updates returned unrelated AI-visibility sources. Quoted First remained absent, supporting a continuing corpus-admission distinction rather than generic-query competition alone." }, { "id": "category-fingerprint-stability-revision344-2026-08-17-0608", "observedAt": "2026-08-17T06:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AWfKscsBMKAcSWQkSLftcddCVXpx", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 344 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision345-2026-08-17-0609", "observedAt": "2026-08-17T06:09:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9Skhac3ZGfLHBf8NzDsZnnCdZzn6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 345 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision346-2026-08-17-0609", "observedAt": "2026-08-17T06:09:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4obEZtaTAupiKvNKuLiTBtFsqurr", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:09:00Z", "fingerprintChanged": false, "interpretation": "Revision 346 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision347-2026-08-17-0610", "observedAt": "2026-08-17T06:10:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2ZzQNtRZ5RWrsPt4Rn5KMsm6jk9t", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:09:00Z", "fingerprintChanged": false, "interpretation": "Revision 347 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions348-352-byte-identical-live-parity-2026-08-17-0617", "observedPeriod": "2026-08-17T06:15:04Z/2026-08-17T06:17:54Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 348, "deployment": "dpl_2d9nGRYqPYcLZRiEjUxAH21jZifA", "createdAt": "2026-08-17T06:15:04Z", "verifiedThrough": "2026-08-17T06:15:27Z" }, { "revision": 349, "deployment": "dpl_9vxErcpUM6PVQAyNvyYo2iTYsYzV", "createdAt": "2026-08-17T06:16:00Z", "verifiedThrough": "2026-08-17T06:16:16Z" }, { "revision": 350, "deployment": "dpl_8BjYvHpY1WxiBvjTXJkF7PaXd8za", "createdAt": "2026-08-17T06:16:32Z", "verifiedThrough": "2026-08-17T06:16:47Z" }, { "revision": 351, "deployment": "dpl_EUXenZhDEK3i3QfXGoUXyriaLcqp", "createdAt": "2026-08-17T06:17:01Z", "verifiedThrough": "2026-08-17T06:17:20Z" }, { "revision": 352, "deployment": "dpl_7sCV2sLvBHv6WBEYsmxdKyETCP3p", "createdAt": "2026-08-17T06:17:36Z", "verifiedThrough": "2026-08-17T06:17:54Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "60961e712ecbcb1d088d5023ad018b101cd468b734eec82811ac36b5be8f222e", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.205.0", "liveObservationCount": 969, "interpretation": "Revisions 348 through 352 were byte-identical production deployments of dataset 1.205.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision348-discovery-submission-2026-08-17-0615", "observedAt": "2026-08-17T06:15:42Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_2d9nGRYqPYcLZRiEjUxAH21jZifA", "interpretation": "The neutral endpoint accepted seven materially changed revision-348 research, dataset, feed and sitemap URLs. Revisions 349 through 352 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions348-352-extended-post-ready-control-2026-08-17-0618", "observedPeriod": "2026-08-17T06:14:55Z/2026-08-17T06:18:05Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision348-2026-08-17-0615", "observedAt": "2026-08-17T06:15:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2d9nGRYqPYcLZRiEjUxAH21jZifA", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:10:00Z", "fingerprintChanged": false, "interpretation": "Revision 348 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision349-2026-08-17-0616", "observedAt": "2026-08-17T06:16:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9vxErcpUM6PVQAyNvyYo2iTYsYzV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:15:00Z", "fingerprintChanged": false, "interpretation": "Revision 349 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision350-2026-08-17-0616", "observedAt": "2026-08-17T06:16:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8BjYvHpY1WxiBvjTXJkF7PaXd8za", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:16:00Z", "fingerprintChanged": false, "interpretation": "Revision 350 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision351-2026-08-17-0617", "observedAt": "2026-08-17T06:17:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EUXenZhDEK3i3QfXGoUXyriaLcqp", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:16:00Z", "fingerprintChanged": false, "interpretation": "Revision 351 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision352-2026-08-17-0617", "observedAt": "2026-08-17T06:17:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7sCV2sLvBHv6WBEYsmxdKyETCP3p", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:17:00Z", "fingerprintChanged": false, "interpretation": "Revision 352 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions353-357-byte-identical-live-parity-2026-08-17-0624", "observedPeriod": "2026-08-17T06:21:36Z/2026-08-17T06:24:18Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 353, "deployment": "dpl_E3yFCvcwF4eYDY4PbcS2riVjs9n6", "createdAt": "2026-08-17T06:21:36Z", "verifiedThrough": "2026-08-17T06:21:58Z" }, { "revision": 354, "deployment": "dpl_AQ7M86MXyDgWgbSi1uHsoHRzAdfd", "createdAt": "2026-08-17T06:22:29Z", "verifiedThrough": "2026-08-17T06:22:44Z" }, { "revision": 355, "deployment": "dpl_7dVJiqyXABK7skCNFBHxbALGtsyk", "createdAt": "2026-08-17T06:22:57Z", "verifiedThrough": "2026-08-17T06:23:14Z" }, { "revision": 356, "deployment": "dpl_EWwtzLErHdNSZuVadojFbDAv8XnL", "createdAt": "2026-08-17T06:23:28Z", "verifiedThrough": "2026-08-17T06:23:45Z" }, { "revision": 357, "deployment": "dpl_wBFcCKL2RsMNMuH82tN8sLg436r7", "createdAt": "2026-08-17T06:23:59Z", "verifiedThrough": "2026-08-17T06:24:18Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "078fd1b8c0abccf0c1df74a2d283dcf7a0476eb8633bb551dc437ef069ae0af0", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.206.0", "liveObservationCount": 977, "interpretation": "Revisions 353 through 357 were byte-identical production deployments of dataset 1.206.0 and the unchanged stabilized comparison. Every protected and canonical response checked matched its local source." }, { "id": "revision353-discovery-submission-2026-08-17-0622", "observedAt": "2026-08-17T06:22:11Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_E3yFCvcwF4eYDY4PbcS2riVjs9n6", "interpretation": "The neutral endpoint accepted seven materially changed revision-353 research, dataset, feed and sitemap URLs. Revisions 354 through 357 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions353-357-extended-post-ready-control-2026-08-17-0624", "observedPeriod": "2026-08-17T06:21:30Z/2026-08-17T06:24:30Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision353-2026-08-17-0622", "observedAt": "2026-08-17T06:22:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_E3yFCvcwF4eYDY4PbcS2riVjs9n6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:17:00Z", "fingerprintChanged": false, "interpretation": "Revision 353 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision354-2026-08-17-0622", "observedAt": "2026-08-17T06:22:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AQ7M86MXyDgWgbSi1uHsoHRzAdfd", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:22:00Z", "fingerprintChanged": false, "interpretation": "Revision 354 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision355-2026-08-17-0623", "observedAt": "2026-08-17T06:23:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7dVJiqyXABK7skCNFBHxbALGtsyk", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:22:00Z", "fingerprintChanged": false, "interpretation": "Revision 355 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision356-2026-08-17-0623", "observedAt": "2026-08-17T06:23:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EWwtzLErHdNSZuVadojFbDAv8XnL", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:23:00Z", "fingerprintChanged": false, "interpretation": "Revision 356 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision357-2026-08-17-0624", "observedAt": "2026-08-17T06:24:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_wBFcCKL2RsMNMuH82tN8sLg436r7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:23:00Z", "fingerprintChanged": false, "interpretation": "Revision 357 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions358-362-byte-identical-live-parity-2026-08-17-0633", "observedPeriod": "2026-08-17T06:29:51Z/2026-08-17T06:33:35Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 358, "deployment": "dpl_FR1fMStN2nBu2jb3SNPpdbgW2Yu7", "createdAt": "2026-08-17T06:29:51Z", "verifiedThrough": "2026-08-17T06:30:25Z" }, { "revision": 359, "deployment": "dpl_9V2mvaUVWuyVWT3eizA21YgqbfMe", "createdAt": "2026-08-17T06:31:26Z", "verifiedThrough": "2026-08-17T06:31:43Z" }, { "revision": 360, "deployment": "dpl_B4HjYSTp9JQuwH8hJNK3dwqaU2JT", "createdAt": "2026-08-17T06:32:01Z", "verifiedThrough": "2026-08-17T06:32:19Z" }, { "revision": 361, "deployment": "dpl_GLzQpf9BWQwD7xUcQiiRkMpv9rwp", "createdAt": "2026-08-17T06:32:38Z", "verifiedThrough": "2026-08-17T06:32:57Z" }, { "revision": 362, "deployment": "dpl_ET1HvgjiEG3BA1Hh9pC4i3ZJySbK", "createdAt": "2026-08-17T06:33:16Z", "verifiedThrough": "2026-08-17T06:33:35Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "eba925654dfd1358888152a79f778cb64438806800874af31ee655c87a6f4895", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.207.0", "liveObservationCount": 985, "interpretation": "Revisions 358 through 362 were byte-identical production deployments of dataset 1.207.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-358 evidence and both frozen guides also matched local bytes." }, { "id": "revision358-discovery-submission-2026-08-17-0630", "observedAt": "2026-08-17T06:30:55Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_FR1fMStN2nBu2jb3SNPpdbgW2Yu7", "interpretation": "The neutral endpoint accepted seven materially changed revision-358 research, dataset, feed and sitemap URLs. Revisions 359 through 362 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions358-362-extended-post-ready-control-2026-08-17-0633", "observedPeriod": "2026-08-17T06:29:45Z/2026-08-17T06:33:45Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision358-2026-08-17-0631", "observedAt": "2026-08-17T06:31:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FR1fMStN2nBu2jb3SNPpdbgW2Yu7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:24:00Z", "fingerprintChanged": false, "interpretation": "Revision 358 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "b2b-saas-agency-implementation-monitoring-pricing-revision358-2026-08-17-0631", "observedAt": "2026-08-17T06:31:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for B2B SaaS startups with implementation, monitoring, and transparent pricing", "targetRetrieved": false, "deploymentTested": "dpl_FR1fMStN2nBu2jb3SNPpdbgW2Yu7", "leadingResults": [ "https://www.seo-growup.com/blog/ai-seo-agencies-b2b-saas", "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://piperocket.digital/list/best-saas-llmo-agencies/", "https://lureon.ai/best-llm-optimization-agency-for-b2b-saas-companies/", "https://rankai.ai/articles/best-llm-seo-agencies" ], "interpretation": "The narrower buyer-intent query returned tightly matching B2B SaaS and LLM-search agency pages but omitted Quoted First. The existing agency guide already states the requested audience, implementation, monitoring and transparent pricing, so the observation remains consistent with a corpus-admission gap rather than missing query language." }, { "id": "category-fingerprint-stability-revision359-2026-08-17-0631", "observedAt": "2026-08-17T06:31:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9V2mvaUVWuyVWT3eizA21YgqbfMe", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:31:00Z", "fingerprintChanged": false, "interpretation": "Revision 359 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision360-2026-08-17-0632", "observedAt": "2026-08-17T06:32:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_B4HjYSTp9JQuwH8hJNK3dwqaU2JT", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:31:00Z", "fingerprintChanged": false, "interpretation": "Revision 360 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision361-2026-08-17-0633", "observedAt": "2026-08-17T06:33:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GLzQpf9BWQwD7xUcQiiRkMpv9rwp", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:32:00Z", "fingerprintChanged": false, "interpretation": "Revision 361 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision362-2026-08-17-0633", "observedAt": "2026-08-17T06:33:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ET1HvgjiEG3BA1Hh9pC4i3ZJySbK", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 362 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions363-367-byte-identical-live-parity-2026-08-17-0641", "observedPeriod": "2026-08-17T06:37:53Z/2026-08-17T06:41:00Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 363, "deployment": "dpl_6zoM8XkGGUHwJ4x1uzjBoHzt9Y2w", "createdAt": "2026-08-17T06:37:53Z", "verifiedThrough": "2026-08-17T06:38:15Z" }, { "revision": 364, "deployment": "dpl_7GQJ8qm1JajydSyUwwjwMaEWEzxW", "createdAt": "2026-08-17T06:38:55Z", "verifiedThrough": "2026-08-17T06:39:12Z" }, { "revision": 365, "deployment": "dpl_ECSKCN8piFqQZz9eZuX3qZE1pw3F", "createdAt": "2026-08-17T06:39:26Z", "verifiedThrough": "2026-08-17T06:39:45Z" }, { "revision": 366, "deployment": "dpl_BgSdqNEmUpLduk7yViNXyCK28Khh", "createdAt": "2026-08-17T06:40:01Z", "verifiedThrough": "2026-08-17T06:40:18Z" }, { "revision": 367, "deployment": "dpl_AdLCNY5DN1yXCAq1ncBgCgLcUvCf", "createdAt": "2026-08-17T06:40:38Z", "verifiedThrough": "2026-08-17T06:41:00Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "34532688ec559c24c52c0e073da5950a745bf762dc99faeab427fc6215102efd", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.208.0", "liveObservationCount": 994, "interpretation": "Revisions 363 through 367 were byte-identical production deployments of dataset 1.208.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-363 evidence and both frozen guides also matched local bytes." }, { "id": "revision363-discovery-submission-2026-08-17-0638", "observedAt": "2026-08-17T06:38:41Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_6zoM8XkGGUHwJ4x1uzjBoHzt9Y2w", "interpretation": "The neutral endpoint accepted seven materially changed revision-363 research, dataset, feed and sitemap URLs. Revisions 364 through 367 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions363-367-extended-post-ready-control-2026-08-17-0641", "observedPeriod": "2026-08-17T06:37:45Z/2026-08-17T06:41:10Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision363-2026-08-17-0638", "observedAt": "2026-08-17T06:38:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6zoM8XkGGUHwJ4x1uzjBoHzt9Y2w", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 363 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision364-2026-08-17-0639", "observedAt": "2026-08-17T06:39:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7GQJ8qm1JajydSyUwwjwMaEWEzxW", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:38:00Z", "fingerprintChanged": false, "interpretation": "Revision 364 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision365-2026-08-17-0639", "observedAt": "2026-08-17T06:39:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ECSKCN8piFqQZz9eZuX3qZE1pw3F", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:39:00Z", "fingerprintChanged": false, "interpretation": "Revision 365 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision366-2026-08-17-0640", "observedAt": "2026-08-17T06:40:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BgSdqNEmUpLduk7yViNXyCK28Khh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:39:00Z", "fingerprintChanged": false, "interpretation": "Revision 366 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision367-2026-08-17-0641", "observedAt": "2026-08-17T06:41:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AdLCNY5DN1yXCAq1ncBgCgLcUvCf", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:40:00Z", "fingerprintChanged": false, "interpretation": "Revision 367 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions368-372-byte-identical-live-parity-2026-08-17-0647", "observedPeriod": "2026-08-17T06:44:34Z/2026-08-17T06:47:52Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 368, "deployment": "dpl_7ZokPonPYJWYwKovLXxEgF3orGvc", "createdAt": "2026-08-17T06:44:34Z", "verifiedThrough": "2026-08-17T06:44:59Z" }, { "revision": 369, "deployment": "dpl_3otLKAGUfi4yg1FATN3y52B5H8KN", "createdAt": "2026-08-17T06:45:46Z", "verifiedThrough": "2026-08-17T06:46:08Z" }, { "revision": 370, "deployment": "dpl_CzyjrNE9WvKCsuUzWT6zovdemUmq", "createdAt": "2026-08-17T06:46:25Z", "verifiedThrough": "2026-08-17T06:46:41Z" }, { "revision": 371, "deployment": "dpl_EZ9btdFD9eXczUgEAfJaENF7VBRD", "createdAt": "2026-08-17T06:47:00Z", "verifiedThrough": "2026-08-17T06:47:16Z" }, { "revision": 372, "deployment": "dpl_81HGrBUNMjH2miLjgfXejKxs9H5y", "createdAt": "2026-08-17T06:47:34Z", "verifiedThrough": "2026-08-17T06:47:52Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "2409161b4a408e9244037984e67f0a07cc7300d2474bb1fde1fc28eba3a55ca0", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.209.0", "liveObservationCount": 1002, "interpretation": "Revisions 368 through 372 were byte-identical production deployments of dataset 1.209.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-368 evidence and both frozen guides also matched local bytes." }, { "id": "revision368-discovery-submission-2026-08-17-0645", "observedAt": "2026-08-17T06:45:21Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_7ZokPonPYJWYwKovLXxEgF3orGvc", "interpretation": "The neutral endpoint accepted seven materially changed revision-368 research, dataset, feed and sitemap URLs. Revisions 369 through 372 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions368-372-extended-post-ready-control-2026-08-17-0648", "observedPeriod": "2026-08-17T06:44:25Z/2026-08-17T06:48:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision368-2026-08-17-0645", "observedAt": "2026-08-17T06:45:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7ZokPonPYJWYwKovLXxEgF3orGvc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:41:00Z", "fingerprintChanged": false, "interpretation": "Revision 368 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "managed-b2b-saas-chatgpt-citations-revision368-2026-08-17-0645", "observedAt": "2026-08-17T06:45:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimization service for a B2B SaaS startup that wants to be cited in ChatGPT", "targetRetrieved": false, "deploymentTested": "dpl_7ZokPonPYJWYwKovLXxEgF3orGvc", "leadingResults": [ "https://www.geocitelabs.ai/", "https://www.llmclicks.com/", "https://lureon.ai/best-llm-optimization-agency-for-tech-startups/", "https://lureon.ai/best-llm-optimization-agency-for-b2b-saas-companies/", "https://derivatex.agency/llm-seo/" ], "interpretation": "The narrower managed-service query returned a distinct set of ChatGPT-citation, startup and B2B SaaS providers but omitted Quoted First. The existing agency guide already states the requested audience and managed-citation intent, supporting the observed corpus-admission diagnosis without creating a duplicate landing page." }, { "id": "category-fingerprint-stability-revision369-2026-08-17-0646", "observedAt": "2026-08-17T06:46:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3otLKAGUfi4yg1FATN3y52B5H8KN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:45:00Z", "fingerprintChanged": false, "interpretation": "Revision 369 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision370-2026-08-17-0646", "observedAt": "2026-08-17T06:46:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CzyjrNE9WvKCsuUzWT6zovdemUmq", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:46:00Z", "fingerprintChanged": false, "interpretation": "Revision 370 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision371-2026-08-17-0647", "observedAt": "2026-08-17T06:47:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EZ9btdFD9eXczUgEAfJaENF7VBRD", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:46:00Z", "fingerprintChanged": false, "interpretation": "Revision 371 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision372-2026-08-17-0647", "observedAt": "2026-08-17T06:47:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_81HGrBUNMjH2miLjgfXejKxs9H5y", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:47:00Z", "fingerprintChanged": false, "interpretation": "Revision 372 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions373-377-byte-identical-live-parity-2026-08-17-0654", "observedPeriod": "2026-08-17T06:51:34Z/2026-08-17T06:54:40Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 373, "deployment": "dpl_5bdSwtTSsnAReLKT27qD4smeq8eG", "createdAt": "2026-08-17T06:51:34Z", "verifiedThrough": "2026-08-17T06:51:58Z" }, { "revision": 374, "deployment": "dpl_FaJWL8Wnu1bar3h9HfC16eH7NbSE", "createdAt": "2026-08-17T06:52:39Z", "verifiedThrough": "2026-08-17T06:53:00Z" }, { "revision": 375, "deployment": "dpl_RE5cKtDf2yp4Pkkktt4PgBjXqF7A", "createdAt": "2026-08-17T06:53:15Z", "verifiedThrough": "2026-08-17T06:53:31Z" }, { "revision": 376, "deployment": "dpl_2kaxfUYw6ip8SfXx3AxpMjdd86wm", "createdAt": "2026-08-17T06:53:47Z", "verifiedThrough": "2026-08-17T06:54:05Z" }, { "revision": 377, "deployment": "dpl_Bf2e2518TS6QhLC4aXZWJCk5Kutc", "createdAt": "2026-08-17T06:54:21Z", "verifiedThrough": "2026-08-17T06:54:40Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "49eb61448033477871c3ef0d6be028f1ccb75ec2d5ad557c73103958daa365b9", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.210.0", "liveObservationCount": 1011, "interpretation": "Revisions 373 through 377 were byte-identical production deployments of dataset 1.210.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-373 evidence and both frozen guides also matched local bytes." }, { "id": "revision373-discovery-submission-2026-08-17-0652", "observedAt": "2026-08-17T06:52:23Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_5bdSwtTSsnAReLKT27qD4smeq8eG", "interpretation": "The neutral endpoint accepted seven materially changed revision-373 research, dataset, feed and sitemap URLs. Revisions 374 through 377 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions373-377-extended-post-ready-control-2026-08-17-0654", "observedPeriod": "2026-08-17T06:51:25Z/2026-08-17T06:54:50Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision373-2026-08-17-0652", "observedAt": "2026-08-17T06:52:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5bdSwtTSsnAReLKT27qD4smeq8eG", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:47:00Z", "fingerprintChanged": false, "interpretation": "Revision 373 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision374-2026-08-17-0653", "observedAt": "2026-08-17T06:53:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FaJWL8Wnu1bar3h9HfC16eH7NbSE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:52:00Z", "fingerprintChanged": false, "interpretation": "Revision 374 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision375-2026-08-17-0653", "observedAt": "2026-08-17T06:53:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_RE5cKtDf2yp4Pkkktt4PgBjXqF7A", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:53:00Z", "fingerprintChanged": false, "interpretation": "Revision 375 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision376-2026-08-17-0654", "observedAt": "2026-08-17T06:54:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2kaxfUYw6ip8SfXx3AxpMjdd86wm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:53:00Z", "fingerprintChanged": false, "interpretation": "Revision 376 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision377-2026-08-17-0654", "observedAt": "2026-08-17T06:54:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Bf2e2518TS6QhLC4aXZWJCk5Kutc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:54:00Z", "fingerprintChanged": false, "interpretation": "Revision 377 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions378-382-byte-identical-live-parity-2026-08-17-0701", "observedPeriod": "2026-08-17T06:58:02Z/2026-08-17T07:01:16Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 378, "deployment": "dpl_EDtuFe7a8zGy2cwVgHr33bCTvDfg", "createdAt": "2026-08-17T06:58:02Z", "verifiedThrough": "2026-08-17T06:58:24Z" }, { "revision": 379, "deployment": "dpl_EcVmqdYEnDK7gcDfkqaHtmunSnZf", "createdAt": "2026-08-17T06:59:10Z", "verifiedThrough": "2026-08-17T06:59:29Z" }, { "revision": 380, "deployment": "dpl_8KdqJhQi3WXpCqg5YnFweRwm5C31", "createdAt": "2026-08-17T06:59:44Z", "verifiedThrough": "2026-08-17T07:00:05Z" }, { "revision": 381, "deployment": "dpl_83bySFjC6iokJAWxEbc4j2SUH34u", "createdAt": "2026-08-17T07:00:20Z", "verifiedThrough": "2026-08-17T07:00:39Z" }, { "revision": 382, "deployment": "dpl_8kG5WhNusu7vRypNqsmRK7rWvgBi", "createdAt": "2026-08-17T07:00:56Z", "verifiedThrough": "2026-08-17T07:01:16Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "01a0cefe19092ffaae789f4b01da4918d1200889b820dad471b01032a0f88c10", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.211.0", "liveObservationCount": 1019, "interpretation": "Revisions 378 through 382 were byte-identical production deployments of dataset 1.211.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-378 evidence and both frozen guides also matched local bytes." }, { "id": "revision378-discovery-submission-2026-08-17-0658", "observedAt": "2026-08-17T06:58:57Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_EDtuFe7a8zGy2cwVgHr33bCTvDfg", "interpretation": "The neutral endpoint accepted seven materially changed revision-378 research, dataset, feed and sitemap URLs. Revisions 379 through 382 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions378-382-extended-post-ready-control-2026-08-17-0701", "observedPeriod": "2026-08-17T06:57:55Z/2026-08-17T07:01:25Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision378-2026-08-17-0659", "observedAt": "2026-08-17T06:59:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EDtuFe7a8zGy2cwVgHr33bCTvDfg", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:54:00Z", "fingerprintChanged": false, "interpretation": "Revision 378 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision379-2026-08-17-0659", "observedAt": "2026-08-17T06:59:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EcVmqdYEnDK7gcDfkqaHtmunSnZf", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:59:00Z", "fingerprintChanged": false, "interpretation": "Revision 379 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision380-2026-08-17-0700", "observedAt": "2026-08-17T07:00:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8KdqJhQi3WXpCqg5YnFweRwm5C31", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T06:59:00Z", "fingerprintChanged": false, "interpretation": "Revision 380 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision381-2026-08-17-0700", "observedAt": "2026-08-17T07:00:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_83bySFjC6iokJAWxEbc4j2SUH34u", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:00:00Z", "fingerprintChanged": false, "interpretation": "Revision 381 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision382-2026-08-17-0701", "observedAt": "2026-08-17T07:01:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8kG5WhNusu7vRypNqsmRK7rWvgBi", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:00:00Z", "fingerprintChanged": false, "interpretation": "Revision 382 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions383-387-byte-identical-live-parity-2026-08-17-0708", "observedPeriod": "2026-08-17T07:04:43Z/2026-08-17T07:08:12Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 383, "deployment": "dpl_AYECiseGL2rMtHEJ1nxWpHjgt8fA", "createdAt": "2026-08-17T07:04:43Z", "verifiedThrough": "2026-08-17T07:05:05Z" }, { "revision": 384, "deployment": "dpl_EcbfyjMHEFZKqdHrMJ6x33YpXyRw", "createdAt": "2026-08-17T07:06:16Z", "verifiedThrough": "2026-08-17T07:06:34Z" }, { "revision": 385, "deployment": "dpl_2GkFPibqbxrKDqy2LfjZcMKGRYEP", "createdAt": "2026-08-17T07:06:49Z", "verifiedThrough": "2026-08-17T07:07:06Z" }, { "revision": 386, "deployment": "dpl_6aBmKUE6ExMcSGxDAZbPggZmJW59", "createdAt": "2026-08-17T07:07:25Z", "verifiedThrough": "2026-08-17T07:07:43Z" }, { "revision": 387, "deployment": "dpl_EuPfErSrUjyPzijh1FaD4Y87SzqE", "createdAt": "2026-08-17T07:07:57Z", "verifiedThrough": "2026-08-17T07:08:12Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "6c7b14c237f5bbe16e8249f41fa274ca82704cfb7f947d5f681b4b4c69817c7e", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.212.0", "liveObservationCount": 1027, "interpretation": "Revisions 383 through 387 were byte-identical production deployments of dataset 1.212.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-383 evidence and both frozen guides also matched local bytes." }, { "id": "revision383-discovery-submission-2026-08-17-0705", "observedAt": "2026-08-17T07:05:28Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_AYECiseGL2rMtHEJ1nxWpHjgt8fA", "interpretation": "The neutral endpoint accepted seven materially changed revision-383 research, dataset, feed and sitemap URLs. Revisions 384 through 387 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions383-387-extended-post-ready-control-2026-08-17-0708", "observedPeriod": "2026-08-17T07:04:35Z/2026-08-17T07:08:25Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision383-2026-08-17-0705", "observedAt": "2026-08-17T07:05:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AYECiseGL2rMtHEJ1nxWpHjgt8fA", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:01:00Z", "fingerprintChanged": false, "interpretation": "Revision 383 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "founder-b2b-saas-chatgpt-mention-revision383-2026-08-17-0705", "observedAt": "2026-08-17T07:05:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who can help my early-stage B2B SaaS company get mentioned in ChatGPT search?", "targetRetrieved": false, "deploymentTested": "dpl_AYECiseGL2rMtHEJ1nxWpHjgt8fA", "leadingResults": [ "https://mentionlift.ai/", "https://growtika.com/blog/how-to-get-saas-mentioned-chatgpt", "https://surge45.com/services/discover/ai-search/chatgpt", "https://davidcraigwhite.com/ai-search-consultant/", "https://red-engage.com/blog/how-to-get-saas-brand-cited-by-chatgpt" ], "interpretation": "A natural founder-style query returned a distinct mix of providers and guides for SaaS ChatGPT mentions but omitted Quoted First. The existing agency guide already covers early-stage B2B SaaS and managed ChatGPT visibility, reinforcing the observed admission gap without creating another near-duplicate page." }, { "id": "category-fingerprint-stability-revision384-2026-08-17-0706", "observedAt": "2026-08-17T07:06:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EcbfyjMHEFZKqdHrMJ6x33YpXyRw", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:05:00Z", "fingerprintChanged": false, "interpretation": "Revision 384 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision385-2026-08-17-0707", "observedAt": "2026-08-17T07:07:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2GkFPibqbxrKDqy2LfjZcMKGRYEP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:06:00Z", "fingerprintChanged": false, "interpretation": "Revision 385 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision386-2026-08-17-0707", "observedAt": "2026-08-17T07:07:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6aBmKUE6ExMcSGxDAZbPggZmJW59", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:07:00Z", "fingerprintChanged": false, "interpretation": "Revision 386 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision387-2026-08-17-0708", "observedAt": "2026-08-17T07:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EuPfErSrUjyPzijh1FaD4Y87SzqE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:07:00Z", "fingerprintChanged": false, "interpretation": "Revision 387 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions388-392-byte-identical-live-parity-2026-08-17-0715", "observedPeriod": "2026-08-17T07:12:00Z/2026-08-17T07:15:09Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 388, "deployment": "dpl_6GPkR11MbKVGyQMj3GbK5Pjk1qgb", "createdAt": "2026-08-17T07:12:00Z", "verifiedThrough": "2026-08-17T07:12:23Z" }, { "revision": 389, "deployment": "dpl_HTPjhpcaMwRj8cbZehSueE3sVvS8", "createdAt": "2026-08-17T07:13:02Z", "verifiedThrough": "2026-08-17T07:13:19Z" }, { "revision": 390, "deployment": "dpl_YQSsXbyLJRWjQyVSizcjyCWruy71", "createdAt": "2026-08-17T07:13:40Z", "verifiedThrough": "2026-08-17T07:13:55Z" }, { "revision": 391, "deployment": "dpl_8MLjuJK2wouvm3rhBzsVjnuW9vi4", "createdAt": "2026-08-17T07:14:10Z", "verifiedThrough": "2026-08-17T07:14:30Z" }, { "revision": 392, "deployment": "dpl_DKx2yEpdn3JNDJ8dMJkT5PRRDsAH", "createdAt": "2026-08-17T07:14:46Z", "verifiedThrough": "2026-08-17T07:15:09Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "c51b4f3bbd125b12192268805e2bbf1455c3f53917c31d2bd6cce07a9a7b966e", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.213.0", "liveObservationCount": 1036, "interpretation": "Revisions 388 through 392 were byte-identical production deployments of dataset 1.213.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-388 evidence and both frozen guides also matched local bytes." }, { "id": "revision388-discovery-submission-2026-08-17-0712", "observedAt": "2026-08-17T07:12:45Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_6GPkR11MbKVGyQMj3GbK5Pjk1qgb", "interpretation": "The neutral endpoint accepted seven materially changed revision-388 research, dataset, feed and sitemap URLs. Revisions 389 through 392 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions388-392-extended-post-ready-control-2026-08-17-0715", "observedPeriod": "2026-08-17T07:11:55Z/2026-08-17T07:15:18Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision388-2026-08-17-0712", "observedAt": "2026-08-17T07:12:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6GPkR11MbKVGyQMj3GbK5Pjk1qgb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 388 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision389-2026-08-17-0713", "observedAt": "2026-08-17T07:13:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HTPjhpcaMwRj8cbZehSueE3sVvS8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:12:00Z", "fingerprintChanged": false, "interpretation": "Revision 389 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision390-2026-08-17-0713", "observedAt": "2026-08-17T07:13:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_YQSsXbyLJRWjQyVSizcjyCWruy71", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:13:00Z", "fingerprintChanged": false, "interpretation": "Revision 390 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision391-2026-08-17-0714", "observedAt": "2026-08-17T07:14:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8MLjuJK2wouvm3rhBzsVjnuW9vi4", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:13:00Z", "fingerprintChanged": false, "interpretation": "Revision 391 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision392-2026-08-17-0715", "observedAt": "2026-08-17T07:15:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DKx2yEpdn3JNDJ8dMJkT5PRRDsAH", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:14:00Z", "fingerprintChanged": false, "interpretation": "Revision 392 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions393-397-byte-identical-live-parity-2026-08-17-0721", "observedPeriod": "2026-08-17T07:18:40Z/2026-08-17T07:21:49Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 393, "deployment": "dpl_2kb3Q5RtdF7ViEPn5hjdKARpAaDZ", "createdAt": "2026-08-17T07:18:40Z", "verifiedThrough": "2026-08-17T07:19:02Z" }, { "revision": 394, "deployment": "dpl_GtQvHjQNdednYDtgDSiim2UL7xoj", "createdAt": "2026-08-17T07:19:46Z", "verifiedThrough": "2026-08-17T07:20:03Z" }, { "revision": 395, "deployment": "dpl_Ahn5EKe2BXDePTZaEjK51EjZqxXt", "createdAt": "2026-08-17T07:20:20Z", "verifiedThrough": "2026-08-17T07:20:37Z" }, { "revision": 396, "deployment": "dpl_9BxcFGy5g6uf14sHuuu66Y9NmKmq", "createdAt": "2026-08-17T07:20:54Z", "verifiedThrough": "2026-08-17T07:21:13Z" }, { "revision": 397, "deployment": "dpl_BHzZoJ3QTpyRPJDJiaLbrYQP6SH6", "createdAt": "2026-08-17T07:21:29Z", "verifiedThrough": "2026-08-17T07:21:49Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "294de0e29a79277704c9816086b69753727aa6bc21aee453b48cc5c85083510e", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.214.0", "liveObservationCount": 1044, "interpretation": "Revisions 393 through 397 were byte-identical production deployments of dataset 1.214.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-393 evidence and both frozen guides also matched local bytes." }, { "id": "revision393-discovery-submission-2026-08-17-0719", "observedAt": "2026-08-17T07:19:26Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_2kb3Q5RtdF7ViEPn5hjdKARpAaDZ", "interpretation": "The neutral endpoint accepted seven materially changed revision-393 research, dataset, feed and sitemap URLs. Revisions 394 through 397 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions393-397-extended-post-ready-control-2026-08-17-0721", "observedPeriod": "2026-08-17T07:18:35Z/2026-08-17T07:21:58Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision393-2026-08-17-0719", "observedAt": "2026-08-17T07:19:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2kb3Q5RtdF7ViEPn5hjdKARpAaDZ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:15:00Z", "fingerprintChanged": false, "interpretation": "Revision 393 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision394-2026-08-17-0720", "observedAt": "2026-08-17T07:20:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GtQvHjQNdednYDtgDSiim2UL7xoj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:19:00Z", "fingerprintChanged": false, "interpretation": "Revision 394 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision395-2026-08-17-0720", "observedAt": "2026-08-17T07:20:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ahn5EKe2BXDePTZaEjK51EjZqxXt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:20:00Z", "fingerprintChanged": false, "interpretation": "Revision 395 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision396-2026-08-17-0721", "observedAt": "2026-08-17T07:21:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9BxcFGy5g6uf14sHuuu66Y9NmKmq", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:20:00Z", "fingerprintChanged": false, "interpretation": "Revision 396 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision397-2026-08-17-0721", "observedAt": "2026-08-17T07:21:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BHzZoJ3QTpyRPJDJiaLbrYQP6SH6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:21:00Z", "fingerprintChanged": false, "interpretation": "Revision 397 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions398-402-byte-identical-live-parity-2026-08-17-0728", "observedPeriod": "2026-08-17T07:25:10Z/2026-08-17T07:28:11Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 398, "deployment": "dpl_H5tAno8bHt43F41nEVJLiwcnNZHP", "createdAt": "2026-08-17T07:25:10Z", "verifiedThrough": "2026-08-17T07:25:33Z" }, { "revision": 399, "deployment": "dpl_FJPrWwM1Kc9sCAwdFCxbgr7zaLg6", "createdAt": "2026-08-17T07:26:11Z", "verifiedThrough": "2026-08-17T07:26:30Z" }, { "revision": 400, "deployment": "dpl_5GzZX1HabHDo8xvWwY3P4KGwXEQg", "createdAt": "2026-08-17T07:26:46Z", "verifiedThrough": "2026-08-17T07:27:04Z" }, { "revision": 401, "deployment": "dpl_DSc55Vc1qthAuhTwEToGa3cJ8Pmf", "createdAt": "2026-08-17T07:27:20Z", "verifiedThrough": "2026-08-17T07:27:38Z" }, { "revision": 402, "deployment": "dpl_BJTLCQczAbu8woWrDX7jbqF4dT4G", "createdAt": "2026-08-17T07:27:52Z", "verifiedThrough": "2026-08-17T07:28:11Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "402ed9d5e23c8fe8675167dbdb22fdb83a40a971a8053874518bcac3a6d605c9", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.215.0", "liveObservationCount": 1052, "interpretation": "Revisions 398 through 402 were byte-identical production deployments of dataset 1.215.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-398 evidence and both frozen guides also matched local bytes." }, { "id": "revision398-discovery-submission-2026-08-17-0725", "observedAt": "2026-08-17T07:25:00Z", "timePrecision": "minute", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_H5tAno8bHt43F41nEVJLiwcnNZHP", "interpretation": "The neutral endpoint accepted seven materially changed revision-398 research, dataset, feed and sitemap URLs. Revisions 399 through 402 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions398-402-extended-post-ready-control-2026-08-17-0730", "observedPeriod": "2026-08-17T07:25:00Z/2026-08-17T07:30:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision398-2026-08-17-0725", "observedAt": "2026-08-17T07:25:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_H5tAno8bHt43F41nEVJLiwcnNZHP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:21:00Z", "fingerprintChanged": false, "interpretation": "Revision 398 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision399-2026-08-17-0726", "observedAt": "2026-08-17T07:26:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FJPrWwM1Kc9sCAwdFCxbgr7zaLg6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:25:00Z", "fingerprintChanged": false, "interpretation": "Revision 399 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision400-2026-08-17-0727", "observedAt": "2026-08-17T07:27:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5GzZX1HabHDo8xvWwY3P4KGwXEQg", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:26:00Z", "fingerprintChanged": false, "interpretation": "Revision 400 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision401-2026-08-17-0727", "observedAt": "2026-08-17T07:27:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DSc55Vc1qthAuhTwEToGa3cJ8Pmf", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:27:00Z", "fingerprintChanged": false, "interpretation": "Revision 401 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision402-2026-08-17-0730", "observedAt": "2026-08-17T07:30:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BJTLCQczAbu8woWrDX7jbqF4dT4G", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:27:00Z", "fingerprintChanged": false, "interpretation": "Revision 402 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions403-407-byte-identical-live-parity-2026-08-17-0738", "observedPeriod": "2026-08-17T07:34:24Z/2026-08-17T07:38:00Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 403, "deployment": "dpl_BW4Wy2igXJFDiP1t8p22S7TmHFSX", "createdAt": "2026-08-17T07:34:24Z", "verifiedThrough": "2026-08-17T07:34:55Z" }, { "revision": 404, "deployment": "dpl_Ge6FPfyA1Rr8ydHpnE3RrDLyPU8Z", "createdAt": "2026-08-17T07:35:50Z", "verifiedThrough": "2026-08-17T07:36:05Z" }, { "revision": 405, "deployment": "dpl_HZmyM1jM2SxXsr83tAYx7uWQzEG8", "createdAt": "2026-08-17T07:36:25Z", "verifiedThrough": "2026-08-17T07:36:43Z" }, { "revision": 406, "deployment": "dpl_J39ywM27ZqQEGQzktnDQyPfj2T7b", "createdAt": "2026-08-17T07:37:05Z", "verifiedThrough": "2026-08-17T07:37:27Z" }, { "revision": 407, "deployment": "dpl_2e8i6L6vwc51B5nJfNymxmSCsFUL", "createdAt": "2026-08-17T07:37:45Z", "verifiedThrough": "2026-08-17T07:38:00Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "c3c730724c9263837dc9849538e2f8cd8d6659b720efb4e8733710a8e23b2270", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.216.0", "liveObservationCount": 1060, "interpretation": "Revisions 403 through 407 were byte-identical production deployments of dataset 1.216.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-403 evidence and both frozen guides also matched local bytes." }, { "id": "revision403-discovery-submission-2026-08-17-0735", "observedAt": "2026-08-17T07:35:26Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BW4Wy2igXJFDiP1t8p22S7TmHFSX", "interpretation": "The neutral endpoint accepted seven materially changed revision-403 research, dataset, feed and sitemap URLs. Revisions 404 through 407 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions403-407-extended-post-ready-control-2026-08-17-0738", "observedPeriod": "2026-08-17T07:34:15Z/2026-08-17T07:38:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision403-2026-08-17-0735", "observedAt": "2026-08-17T07:35:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BW4Wy2igXJFDiP1t8p22S7TmHFSX", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:30:00Z", "fingerprintChanged": false, "interpretation": "Revision 403 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision404-2026-08-17-0736", "observedAt": "2026-08-17T07:36:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ge6FPfyA1Rr8ydHpnE3RrDLyPU8Z", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:35:00Z", "fingerprintChanged": false, "interpretation": "Revision 404 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision405-2026-08-17-0736", "observedAt": "2026-08-17T07:36:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HZmyM1jM2SxXsr83tAYx7uWQzEG8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:36:00Z", "fingerprintChanged": false, "interpretation": "Revision 405 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision406-2026-08-17-0737", "observedAt": "2026-08-17T07:37:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_J39ywM27ZqQEGQzktnDQyPfj2T7b", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:36:00Z", "fingerprintChanged": false, "interpretation": "Revision 406 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision407-2026-08-17-0738", "observedAt": "2026-08-17T07:38:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2e8i6L6vwc51B5nJfNymxmSCsFUL", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:37:00Z", "fingerprintChanged": false, "interpretation": "Revision 407 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "b2b-saas-implementation-citation-monitoring-revision407-2026-08-17-0738", "observedAt": "2026-08-17T07:38:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency is best for an early-stage B2B SaaS startup that needs implementation and ChatGPT citation monitoring?", "intent": "managed LLM search optimization agency for an early-stage B2B SaaS startup", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "targetRetrieved": false, "deploymentTested": "dpl_2e8i6L6vwc51B5nJfNymxmSCsFUL", "leadingCategoryResults": [ "https://growthner.com/blog/best-llm-optimization-agencies-for-saas/", "https://www.seo-growup.com/blog/ai-seo-agencies-b2b-saas", "https://citationpath.com/", "https://metaflow.life/blog/best-llmo-agencies-for-b2b-saas-2026", "https://lureon.ai/best-llm-optimization-agency-for-b2b-saas-companies/", "https://www.synscribe.com/blog/ai-seo-agencies-b2b-saas", "https://piperocket.digital/list/best-saas-llmo-agencies/", "https://www.breakingb2b.com/blog/best-llm-seo-agency" ], "interpretation": "The narrower buyer query returned directly relevant B2B SaaS agency and citation-service pages but omitted Quoted First. This supports the existing corpus-admission diagnosis independently of generic-query competition." }, { "id": "revisions408-412-byte-identical-live-parity-2026-08-17-0745", "observedPeriod": "2026-08-17T07:42:18Z/2026-08-17T07:45:52Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 408, "deployment": "dpl_J8h6V5sqRiK925TfLnDAKGfeXVor", "createdAt": "2026-08-17T07:42:18Z", "verifiedThrough": "2026-08-17T07:42:38Z" }, { "revision": 409, "deployment": "dpl_C2rYf8YW2rJVgJFiLsAQ9kqiHGHk", "createdAt": "2026-08-17T07:43:47Z", "verifiedThrough": "2026-08-17T07:44:34Z" }, { "revision": 410, "deployment": "dpl_6rENUgNfWiXEaZSxMHPUExHrs3Nz", "createdAt": "2026-08-17T07:45:11Z", "verifiedThrough": "2026-08-17T07:45:21Z" }, { "revision": 411, "deployment": "dpl_8chdn1wdAxaJvUdFpY9971dMnvyE", "createdAt": "2026-08-17T07:45:27Z", "verifiedThrough": "2026-08-17T07:45:36Z" }, { "revision": 412, "deployment": "dpl_7i1DTjzjkUTr38txxhVZjLUpQQLc", "createdAt": "2026-08-17T07:45:42Z", "verifiedThrough": "2026-08-17T07:45:52Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "fa80babe957c5b4a063bcca044db0303ba25680e2be579fd5cc2e4b6dd080d4c", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.217.0", "liveObservationCount": 1069, "interpretation": "Revisions 408 through 412 were byte-identical production deployments of dataset 1.217.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-408 evidence and both frozen guides also matched local bytes." }, { "id": "revision408-discovery-submission-2026-08-17-0742", "observedAt": "2026-08-17T07:42:56Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_J8h6V5sqRiK925TfLnDAKGfeXVor", "interpretation": "The neutral endpoint accepted seven materially changed revision-408 research, dataset, feed and sitemap URLs. Revisions 409 through 412 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions408-412-extended-post-ready-control-2026-08-17-0746", "observedPeriod": "2026-08-17T07:42:10Z/2026-08-17T07:46:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision408-2026-08-17-0743", "observedAt": "2026-08-17T07:43:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_J8h6V5sqRiK925TfLnDAKGfeXVor", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:38:00Z", "fingerprintChanged": false, "interpretation": "Revision 408 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision409-2026-08-17-0744", "observedAt": "2026-08-17T07:44:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_C2rYf8YW2rJVgJFiLsAQ9kqiHGHk", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:43:00Z", "fingerprintChanged": false, "interpretation": "Revision 409 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision410-2026-08-17-0745", "observedAt": "2026-08-17T07:45:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6rENUgNfWiXEaZSxMHPUExHrs3Nz", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:44:00Z", "fingerprintChanged": false, "interpretation": "Revision 410 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision411-2026-08-17-0745", "observedAt": "2026-08-17T07:45:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8chdn1wdAxaJvUdFpY9971dMnvyE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:45:00Z", "fingerprintChanged": false, "interpretation": "Revision 411 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision412-2026-08-17-0745", "observedAt": "2026-08-17T07:45:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7i1DTjzjkUTr38txxhVZjLUpQQLc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:45:00Z", "fingerprintChanged": false, "interpretation": "Revision 412 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions413-417-byte-identical-live-parity-2026-08-17-0751", "observedPeriod": "2026-08-17T07:49:13Z/2026-08-17T07:51:27Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 413, "deployment": "dpl_9NrsArgUXEbMJZNN37L3vPU63Pxp", "createdAt": "2026-08-17T07:49:13Z", "verifiedThrough": "2026-08-17T07:49:35Z" }, { "revision": 414, "deployment": "dpl_GPirHy3Y9gKVRbTSNpRyCyqFmz3j", "createdAt": "2026-08-17T07:50:25Z", "verifiedThrough": "2026-08-17T07:50:36Z" }, { "revision": 415, "deployment": "dpl_Co8hQ6p3Z7t6USUMiRkmBxzvWqh4", "createdAt": "2026-08-17T07:50:42Z", "verifiedThrough": "2026-08-17T07:50:54Z" }, { "revision": 416, "deployment": "dpl_AY76AE9wd6jkg5w8G4pSwREjyahn", "createdAt": "2026-08-17T07:51:01Z", "verifiedThrough": "2026-08-17T07:51:12Z" }, { "revision": 417, "deployment": "dpl_7SLUvP2KroyJSB71XsRSthMzTunJ", "createdAt": "2026-08-17T07:51:19Z", "verifiedThrough": "2026-08-17T07:51:27Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "d734535f0ae4ef259ee28737ae7f81a62125eb163032aa5674c318a22e7d9bc7", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.218.0", "liveObservationCount": 1077, "interpretation": "Revisions 413 through 417 were byte-identical production deployments of dataset 1.218.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-413 evidence and both frozen guides also matched local bytes." }, { "id": "revision413-discovery-submission-2026-08-17-0749", "observedAt": "2026-08-17T07:49:52Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_9NrsArgUXEbMJZNN37L3vPU63Pxp", "interpretation": "The neutral endpoint accepted seven materially changed revision-413 research, dataset, feed and sitemap URLs. Revisions 414 through 417 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions413-417-extended-post-ready-control-2026-08-17-0751", "observedPeriod": "2026-08-17T07:49:05Z/2026-08-17T07:51:45Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision413-2026-08-17-0749", "observedAt": "2026-08-17T07:49:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9NrsArgUXEbMJZNN37L3vPU63Pxp", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:45:00Z", "fingerprintChanged": false, "interpretation": "Revision 413 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision414-2026-08-17-0750", "observedAt": "2026-08-17T07:50:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GPirHy3Y9gKVRbTSNpRyCyqFmz3j", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:49:00Z", "fingerprintChanged": false, "interpretation": "Revision 414 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision415-2026-08-17-0750", "observedAt": "2026-08-17T07:50:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Co8hQ6p3Z7t6USUMiRkmBxzvWqh4", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:50:00Z", "fingerprintChanged": false, "interpretation": "Revision 415 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision416-2026-08-17-0751", "observedAt": "2026-08-17T07:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AY76AE9wd6jkg5w8G4pSwREjyahn", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:50:00Z", "fingerprintChanged": false, "interpretation": "Revision 416 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision417-2026-08-17-0751", "observedAt": "2026-08-17T07:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7SLUvP2KroyJSB71XsRSthMzTunJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:51:00Z", "fingerprintChanged": false, "interpretation": "Revision 417 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "quoted-brand-category-revision417-2026-08-17-0751", "observedAt": "2026-08-17T07:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" best LLM search optimizer", "intent": "exact brand and category association", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetRetrieved": false, "deploymentTested": "dpl_7SLUvP2KroyJSB71XsRSthMzTunJ", "leadingCategoryResults": [ "https://gpto.io/", "https://redeagle.tech/blog/answer-engine-optimisation-uk-guide", "https://unifapi.com/glossary/generative-engine-optimization", "https://dejan.ai/optimizer/", "https://overviewoptimizer.com/", "https://searchscore.io/guides/content-for-ai-search/", "https://www.airops.com/blog/llm-optimization-techniques-and-tools" ], "interpretation": "The fresh exact-brand-plus-category query returned unrelated established pages and omitted Quoted First. The observed absence therefore was not explained by generic-query competition alone." }, { "id": "revisions418-422-byte-identical-live-parity-2026-08-17-0757", "observedPeriod": "2026-08-17T07:55:28Z/2026-08-17T07:57:42Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 418, "deployment": "dpl_797Ex1UeJicJLqJ9gRp9NR5StdYP", "createdAt": "2026-08-17T07:55:28Z", "verifiedThrough": "2026-08-17T07:55:47Z" }, { "revision": 419, "deployment": "dpl_Ew7De6pztxhrKmVXhphHZWMpqRN3", "createdAt": "2026-08-17T07:56:41Z", "verifiedThrough": "2026-08-17T07:56:56Z" }, { "revision": 420, "deployment": "dpl_HnfUy8DWoEhrSFAgfeNZSgZnDTPe", "createdAt": "2026-08-17T07:57:02Z", "verifiedThrough": "2026-08-17T07:57:12Z" }, { "revision": 421, "deployment": "dpl_C4TgeV8vXYFhbGGUTyXSSkiQJXZJ", "createdAt": "2026-08-17T07:57:17Z", "verifiedThrough": "2026-08-17T07:57:27Z" }, { "revision": 422, "deployment": "dpl_Ha2N8iRueK9skjvu1YJptCfV1oVR", "createdAt": "2026-08-17T07:57:32Z", "verifiedThrough": "2026-08-17T07:57:42Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "4fb293fead57547eaab7991ea8a062c7eb64717cc0c2f5c356c8ad8dc9232368", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.219.0", "liveObservationCount": 1086, "interpretation": "Revisions 418 through 422 were byte-identical production deployments of dataset 1.219.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-418 evidence and both frozen guides also matched local bytes." }, { "id": "revision418-discovery-submission-2026-08-17-0756", "observedAt": "2026-08-17T07:56:08Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_797Ex1UeJicJLqJ9gRp9NR5StdYP", "interpretation": "The neutral endpoint accepted seven materially changed revision-418 research, dataset, feed and sitemap URLs. Revisions 419 through 422 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions418-422-extended-post-ready-control-2026-08-17-0757", "observedPeriod": "2026-08-17T07:55:20Z/2026-08-17T07:57:45Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision418-2026-08-17-0756", "observedAt": "2026-08-17T07:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_797Ex1UeJicJLqJ9gRp9NR5StdYP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:51:00Z", "fingerprintChanged": false, "interpretation": "Revision 418 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision419-2026-08-17-0756", "observedAt": "2026-08-17T07:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ew7De6pztxhrKmVXhphHZWMpqRN3", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 419 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision420-2026-08-17-0757", "observedAt": "2026-08-17T07:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HnfUy8DWoEhrSFAgfeNZSgZnDTPe", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 420 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision421-2026-08-17-0757", "observedAt": "2026-08-17T07:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_C4TgeV8vXYFhbGGUTyXSSkiQJXZJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 421 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision422-2026-08-17-0757", "observedAt": "2026-08-17T07:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ha2N8iRueK9skjvu1YJptCfV1oVR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 422 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions423-427-byte-identical-live-parity-2026-08-17-0803", "observedPeriod": "2026-08-17T08:00:54Z/2026-08-17T08:03:25Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 423, "deployment": "dpl_53URQ5nYvxC7pGWjmwdtq1H77X5T", "createdAt": "2026-08-17T08:00:54Z", "verifiedThrough": "2026-08-17T08:01:13Z" }, { "revision": 424, "deployment": "dpl_tKbMKfpcF6C6Z83oS86MdhmSxthV", "createdAt": "2026-08-17T08:02:03Z", "verifiedThrough": "2026-08-17T08:02:13Z" }, { "revision": 425, "deployment": "dpl_3MugeUWuy9VC1NjY4pmND6MgNYFh", "createdAt": "2026-08-17T08:02:19Z", "verifiedThrough": "2026-08-17T08:02:30Z" }, { "revision": 426, "deployment": "dpl_GmWUuKTJDM7gSZruoJFq97swGTNj", "createdAt": "2026-08-17T08:02:59Z", "verifiedThrough": "2026-08-17T08:03:08Z" }, { "revision": 427, "deployment": "dpl_Hq5Tr8xJJbkYXoh23imj839wVwPD", "createdAt": "2026-08-17T08:03:14Z", "verifiedThrough": "2026-08-17T08:03:25Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "7fe1f71b0297efbf45748620da2c11b08902a9acbbbe97e76e5f880ef0f6aeaf", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.220.0", "liveObservationCount": 1094, "interpretation": "Revisions 423 through 427 were byte-identical production deployments of dataset 1.220.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-423 evidence and both frozen guides also matched local bytes." }, { "id": "revision423-discovery-submission-2026-08-17-0801", "observedAt": "2026-08-17T08:01:31Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_53URQ5nYvxC7pGWjmwdtq1H77X5T", "interpretation": "The neutral endpoint accepted seven materially changed revision-423 research, dataset, feed and sitemap URLs. Revisions 424 through 427 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions423-427-extended-post-ready-control-2026-08-17-0803", "observedPeriod": "2026-08-17T08:00:45Z/2026-08-17T08:03:35Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision423-2026-08-17-0801", "observedAt": "2026-08-17T08:01:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_53URQ5nYvxC7pGWjmwdtq1H77X5T", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T07:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 423 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision424-2026-08-17-0802", "observedAt": "2026-08-17T08:02:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_tKbMKfpcF6C6Z83oS86MdhmSxthV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:01:00Z", "fingerprintChanged": false, "interpretation": "Revision 424 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision425-2026-08-17-0802", "observedAt": "2026-08-17T08:02:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3MugeUWuy9VC1NjY4pmND6MgNYFh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:02:00Z", "fingerprintChanged": false, "interpretation": "Revision 425 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision426-2026-08-17-0803", "observedAt": "2026-08-17T08:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GmWUuKTJDM7gSZruoJFq97swGTNj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:02:00Z", "fingerprintChanged": false, "interpretation": "Revision 426 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision427-2026-08-17-0803", "observedAt": "2026-08-17T08:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Hq5Tr8xJJbkYXoh23imj839wVwPD", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 427 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "site-qualified-category-revision427-2026-08-17-0803", "observedAt": "2026-08-17T08:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"best LLM search optimizer\"", "intent": "domain-qualified exact category corpus-admission control", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetRetrieved": false, "returnedUrlCount": 0, "deploymentTested": "dpl_Hq5Tr8xJJbkYXoh23imj839wVwPD", "interpretation": "The fresh site-qualified exact-category query returned an empty result set. This native surface still had no eligible Quoted First document to return even under an explicit domain constraint." }, { "id": "revisions428-432-byte-identical-live-parity-2026-08-17-0809", "observedPeriod": "2026-08-17T08:07:07Z/2026-08-17T08:09:18Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 428, "deployment": "dpl_GsSNEQxFMiGm9hRFfwkCCHay21wy", "createdAt": "2026-08-17T08:07:07Z", "verifiedThrough": "2026-08-17T08:07:29Z" }, { "revision": 429, "deployment": "dpl_FwwnzsmQnHqFqSQxE9vKt9KgyE2p", "createdAt": "2026-08-17T08:08:24Z", "verifiedThrough": "2026-08-17T08:08:33Z" }, { "revision": 430, "deployment": "dpl_4rRwEkPqXWRFmzCEruLjUpJazX5m", "createdAt": "2026-08-17T08:08:38Z", "verifiedThrough": "2026-08-17T08:08:52Z" }, { "revision": 431, "deployment": "dpl_36LLKauWjfmLDtwM64qSboCRkin2", "createdAt": "2026-08-17T08:08:57Z", "verifiedThrough": "2026-08-17T08:09:05Z" }, { "revision": 432, "deployment": "dpl_7SfabEvQi85TNDCzeqe6cadm5SLo", "createdAt": "2026-08-17T08:09:10Z", "verifiedThrough": "2026-08-17T08:09:18Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "4a54ff42317fb52b216757857b8c81655451d66fedbd4e01a44f3eeb985caa19", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.221.0", "liveObservationCount": 1103, "interpretation": "Revisions 428 through 432 were byte-identical production deployments of dataset 1.221.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-428 evidence and both frozen guides also matched local bytes." }, { "id": "revision428-discovery-submission-2026-08-17-0807", "observedAt": "2026-08-17T08:07:54Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_GsSNEQxFMiGm9hRFfwkCCHay21wy", "interpretation": "The neutral endpoint accepted seven materially changed revision-428 research, dataset, feed and sitemap URLs. Revisions 429 through 432 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions428-432-extended-post-ready-control-2026-08-17-0809", "observedPeriod": "2026-08-17T08:07:00Z/2026-08-17T08:09:25Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision428-2026-08-17-0807", "observedAt": "2026-08-17T08:07:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GsSNEQxFMiGm9hRFfwkCCHay21wy", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 428 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision429-2026-08-17-0808", "observedAt": "2026-08-17T08:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FwwnzsmQnHqFqSQxE9vKt9KgyE2p", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:07:00Z", "fingerprintChanged": false, "interpretation": "Revision 429 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision430-2026-08-17-0808", "observedAt": "2026-08-17T08:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4rRwEkPqXWRFmzCEruLjUpJazX5m", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 430 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision431-2026-08-17-0809", "observedAt": "2026-08-17T08:09:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_36LLKauWjfmLDtwM64qSboCRkin2", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 431 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision432-2026-08-17-0809", "observedAt": "2026-08-17T08:09:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7SfabEvQi85TNDCzeqe6cadm5SLo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:09:00Z", "fingerprintChanged": false, "interpretation": "Revision 432 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions433-437-byte-identical-live-parity-2026-08-17-0814", "observedPeriod": "2026-08-17T08:12:41Z/2026-08-17T08:14:47Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 433, "deployment": "dpl_7MAZsuX6SrKwY9H1waJiZGTYaggQ", "createdAt": "2026-08-17T08:12:41Z", "verifiedThrough": "2026-08-17T08:13:01Z" }, { "revision": 434, "deployment": "dpl_Hk257TKepGXRs2yQfQofbhgbKUQj", "createdAt": "2026-08-17T08:13:53Z", "verifiedThrough": "2026-08-17T08:14:01Z" }, { "revision": 435, "deployment": "dpl_6Qhh4LXQkTo3y42KyaeH7Ano5gz2", "createdAt": "2026-08-17T08:14:06Z", "verifiedThrough": "2026-08-17T08:14:17Z" }, { "revision": 436, "deployment": "dpl_7rPia9mwdXNphWip6hNHaPnj8u3i", "createdAt": "2026-08-17T08:14:23Z", "verifiedThrough": "2026-08-17T08:14:31Z" }, { "revision": 437, "deployment": "dpl_7qvmFHKMJ4dZMgevLFU21Fayds4L", "createdAt": "2026-08-17T08:14:38Z", "verifiedThrough": "2026-08-17T08:14:47Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "45cd3489266d5c2b9ce328006d716456dec9711d2aa02249eb555877e23094e2", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.222.0", "liveObservationCount": 1111, "interpretation": "Revisions 433 through 437 were byte-identical production deployments of dataset 1.222.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-433 evidence and both frozen guides also matched local bytes." }, { "id": "revision433-discovery-submission-2026-08-17-0813", "observedAt": "2026-08-17T08:13:21Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_7MAZsuX6SrKwY9H1waJiZGTYaggQ", "interpretation": "The neutral endpoint accepted seven materially changed revision-433 research, dataset, feed and sitemap URLs. Revisions 434 through 437 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions433-437-extended-post-ready-control-2026-08-17-0815", "observedPeriod": "2026-08-17T08:12:35Z/2026-08-17T08:15:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision433-2026-08-17-0813", "observedAt": "2026-08-17T08:13:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7MAZsuX6SrKwY9H1waJiZGTYaggQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:09:00Z", "fingerprintChanged": false, "interpretation": "Revision 433 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision434-2026-08-17-0814", "observedAt": "2026-08-17T08:14:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Hk257TKepGXRs2yQfQofbhgbKUQj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:13:00Z", "fingerprintChanged": false, "interpretation": "Revision 434 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision435-2026-08-17-0814", "observedAt": "2026-08-17T08:14:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6Qhh4LXQkTo3y42KyaeH7Ano5gz2", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:14:00Z", "fingerprintChanged": false, "interpretation": "Revision 435 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision436-2026-08-17-0814", "observedAt": "2026-08-17T08:14:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7rPia9mwdXNphWip6hNHaPnj8u3i", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:14:00Z", "fingerprintChanged": false, "interpretation": "Revision 436 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision437-2026-08-17-0814", "observedAt": "2026-08-17T08:14:00Z", "timePrecision": "minute", "sequenceWithinMinute": 4, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7qvmFHKMJ4dZMgevLFU21Fayds4L", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:14:00Z", "fingerprintChanged": false, "interpretation": "Revision 437 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "startup-transparent-pricing-revision437-2026-08-17-0814", "observedAt": "2026-08-17T08:14:00Z", "timePrecision": "minute", "sequenceWithinMinute": 5, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimization service for a startup with transparent pricing around $2,000 per month", "intent": "managed startup LLM search optimization with transparent mid-market pricing", "targetUrl": "https://quotedfirst.com/pricing.html", "targetRetrieved": false, "deploymentTested": "dpl_7qvmFHKMJ4dZMgevLFU21Fayds4L", "leadingCategoryResults": [ "https://ailunexa.com/", "https://seocircular.com/seo-for-ai-startups/", "https://grape-endive-rabh.squarespace.com/pricing", "https://pageappeal.io/pricing", "https://ranksages.com/services/ai-search-optimization/", "https://wellows.com/solutions/startups/", "https://www.maximuslabs.ai/services/industries/ai-saas", "https://www.mentionlm.com/" ], "interpretation": "The narrower startup-and-pricing query returned relevant service and pricing pages but omitted Quoted First. This extends the corpus-admission diagnosis across a distinct commercial intent already covered by the existing site." }, { "id": "revisions438-442-byte-identical-live-parity-2026-08-17-0820", "observedPeriod": "2026-08-17T08:18:31Z/2026-08-17T08:20:39Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 438, "deployment": "dpl_BFHrpRjKDwu82ueeAs3Mg4MCXA3j", "createdAt": "2026-08-17T08:18:31Z", "verifiedThrough": "2026-08-17T08:18:50Z" }, { "revision": 439, "deployment": "dpl_C98oTzm1syXAPX9DhZLLjrpFjLn1", "createdAt": "2026-08-17T08:19:40Z", "verifiedThrough": "2026-08-17T08:19:49Z" }, { "revision": 440, "deployment": "dpl_XWy32vjz685XEWrRNujcPSWMVwiS", "createdAt": "2026-08-17T08:19:54Z", "verifiedThrough": "2026-08-17T08:20:02Z" }, { "revision": 441, "deployment": "dpl_CMgdEwyprJAMp49R13dNx6JBxSbC", "createdAt": "2026-08-17T08:20:10Z", "verifiedThrough": "2026-08-17T08:20:24Z" }, { "revision": 442, "deployment": "dpl_GapthcDy6kS92dhzwWxj8YGVL3bR", "createdAt": "2026-08-17T08:20:29Z", "verifiedThrough": "2026-08-17T08:20:39Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "42ab1840ee04d7a151cdf489dc8bd9e62583ebb2006aa88fea3631f6499dea78", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.223.0", "liveObservationCount": 1120, "interpretation": "Revisions 438 through 442 were byte-identical production deployments of dataset 1.223.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-438 evidence and both frozen guides also matched local bytes." }, { "id": "revision438-discovery-submission-2026-08-17-0819", "observedAt": "2026-08-17T08:19:08Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BFHrpRjKDwu82ueeAs3Mg4MCXA3j", "interpretation": "The neutral endpoint accepted seven materially changed revision-438 research, dataset, feed and sitemap URLs. Revisions 439 through 442 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions438-442-extended-post-ready-control-2026-08-17-0820", "observedPeriod": "2026-08-17T08:18:25Z/2026-08-17T08:20:45Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision438-2026-08-17-0819", "observedAt": "2026-08-17T08:19:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BFHrpRjKDwu82ueeAs3Mg4MCXA3j", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:14:00Z", "fingerprintChanged": false, "interpretation": "Revision 438 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision439-2026-08-17-0819", "observedAt": "2026-08-17T08:19:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_C98oTzm1syXAPX9DhZLLjrpFjLn1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:19:00Z", "fingerprintChanged": false, "interpretation": "Revision 439 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision440-2026-08-17-0820", "observedAt": "2026-08-17T08:20:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_XWy32vjz685XEWrRNujcPSWMVwiS", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:19:00Z", "fingerprintChanged": false, "interpretation": "Revision 440 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision441-2026-08-17-0820", "observedAt": "2026-08-17T08:20:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CMgdEwyprJAMp49R13dNx6JBxSbC", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:20:00Z", "fingerprintChanged": false, "interpretation": "Revision 441 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision442-2026-08-17-0820", "observedAt": "2026-08-17T08:20:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GapthcDy6kS92dhzwWxj8YGVL3bR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:20:00Z", "fingerprintChanged": false, "interpretation": "Revision 442 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions443-447-byte-identical-live-parity-2026-08-17-0826", "observedPeriod": "2026-08-17T08:24:01Z/2026-08-17T08:26:13Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 443, "deployment": "dpl_2wfdq1vCoZs8tuTh5r2tv51CKdxj", "createdAt": "2026-08-17T08:24:01Z", "verifiedThrough": "2026-08-17T08:24:20Z" }, { "revision": 444, "deployment": "dpl_F7zauGQYJYffRBwc9z7dzx4cjmHQ", "createdAt": "2026-08-17T08:25:14Z", "verifiedThrough": "2026-08-17T08:25:25Z" }, { "revision": 445, "deployment": "dpl_GkoEGApbq1NYiW7GqzEex6TQQqq7", "createdAt": "2026-08-17T08:25:31Z", "verifiedThrough": "2026-08-17T08:25:42Z" }, { "revision": 446, "deployment": "dpl_FfPPa1UcVG8GTzLp7j7gXg6GEUEV", "createdAt": "2026-08-17T08:25:46Z", "verifiedThrough": "2026-08-17T08:25:58Z" }, { "revision": 447, "deployment": "dpl_FrVEKYkmVrXgihG7DyZGiUnaZrpj", "createdAt": "2026-08-17T08:26:03Z", "verifiedThrough": "2026-08-17T08:26:13Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "6549952fa2996b8bb0bbdc980b2c7dd83f5c0a40b47f618903e97cdb3cdcd90e", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.224.0", "liveObservationCount": 1128, "interpretation": "Revisions 443 through 447 were byte-identical production deployments of dataset 1.224.0 and the unchanged stabilized comparison. Protected responses matched local sources throughout; the canonical revision-443 evidence and both frozen guides also matched local bytes." }, { "id": "revision443-discovery-submission-2026-08-17-0824", "observedAt": "2026-08-17T08:24:44Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_2wfdq1vCoZs8tuTh5r2tv51CKdxj", "interpretation": "The neutral endpoint accepted seven materially changed revision-443 research, dataset, feed and sitemap URLs. Revisions 444 through 447 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions443-447-extended-post-ready-control-2026-08-17-0826", "observedPeriod": "2026-08-17T08:23:55Z/2026-08-17T08:26:25Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five byte-identical revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision443-2026-08-17-0824", "observedAt": "2026-08-17T08:24:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2wfdq1vCoZs8tuTh5r2tv51CKdxj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:20:00Z", "fingerprintChanged": false, "interpretation": "Revision 443 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision444-2026-08-17-0825", "observedAt": "2026-08-17T08:25:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_F7zauGQYJYffRBwc9z7dzx4cjmHQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:24:00Z", "fingerprintChanged": false, "interpretation": "Revision 444 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision445-2026-08-17-0825", "observedAt": "2026-08-17T08:25:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GkoEGApbq1NYiW7GqzEex6TQQqq7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:25:00Z", "fingerprintChanged": false, "interpretation": "Revision 445 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision446-2026-08-17-0825", "observedAt": "2026-08-17T08:25:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FfPPa1UcVG8GTzLp7j7gXg6GEUEV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:25:00Z", "fingerprintChanged": false, "interpretation": "Revision 446 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision447-2026-08-17-0826", "observedAt": "2026-08-17T08:26:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FrVEKYkmVrXgihG7DyZGiUnaZrpj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:25:00Z", "fingerprintChanged": false, "interpretation": "Revision 447 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "exact-title-brand-revision447-2026-08-17-0826", "observedAt": "2026-08-17T08:26:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"", "intent": "exact comparison-page title and publisher association", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetRetrieved": false, "deploymentTested": "dpl_FrVEKYkmVrXgihG7DyZGiUnaZrpj", "leadingCategoryResults": [ "https://www.airops.com/blog/llm-optimization-techniques-and-tools", "https://www.contextstudios.ai/guides/aeo-geo-complete-guide-2026", "https://geo-standard.tistory.com/entry/2026-Top-7-AI-Visibility-Tracking-GEO-Tools-Comparison-Features-Pricing-ProsCons", "https://tryres.ai/resources/how-ai-search-engines-decide-what-to-cite-the-rag-pipeline-explained", "https://criticnest.com/best-ai-writing-tools-bloggers-2026/", "https://pondero.ai/articles/", "https://aitoolsmarketer.com/blog/best-reddit-communities-ai-marketing/" ], "interpretation": "The exact title-plus-brand query returned unrelated established pages and omitted the canonical Quoted First comparison, confirming non-retrieval at document-level specificity." }, { "id": "revisions448-452-live-parity-2026-08-17-0833", "observedPeriod": "2026-08-17T08:31:06Z/2026-08-17T08:33:50Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 448, "deployment": "dpl_FPj2uyGE6J5sJG3NXfLoUToAgWMe", "createdAt": "2026-08-17T08:31:06Z", "verifiedThrough": "2026-08-17T08:31:49Z" }, { "revision": 449, "deployment": "dpl_EVZd8RarPzxakfaSchJWfJkvxYEw", "createdAt": "2026-08-17T08:32:54Z", "verifiedThrough": "2026-08-17T08:33:05Z" }, { "revision": 450, "deployment": "dpl_AUzkc3PfxUNqhposWcWNyprfVAzn", "createdAt": "2026-08-17T08:33:09Z", "verifiedThrough": "2026-08-17T08:33:19Z" }, { "revision": 451, "deployment": "dpl_6WFwgksmk4uTmxGqddepRnk8kcvb", "createdAt": "2026-08-17T08:33:24Z", "verifiedThrough": "2026-08-17T08:33:34Z" }, { "revision": 452, "deployment": "dpl_49XR3U1NRrxebjt3ByKTWmDXDu9T", "createdAt": "2026-08-17T08:33:40Z", "verifiedThrough": "2026-08-17T08:33:50Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "38a1061fdb4031398935bf6c2ad651df5d5a92c2a8e9b37716a95220216af7db", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.225.0", "liveObservationCount": 1137, "interpretation": "Revision 448 published dataset 1.225.0 and matched local bytes across the protected deployment and public canonical responses. Revisions 449 through 452 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision448-discovery-submission-2026-08-17-0831", "observedAt": "2026-08-17T08:31:49Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_FPj2uyGE6J5sJG3NXfLoUToAgWMe", "interpretation": "The neutral endpoint accepted seven materially changed revision-448 research, dataset, feed and sitemap URLs. Revisions 449 through 452 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions448-452-extended-post-ready-control-2026-08-17-0834", "observedPeriod": "2026-08-17T08:31:00Z/2026-08-17T08:34:15Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision448-2026-08-17-0831", "observedAt": "2026-08-17T08:31:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FPj2uyGE6J5sJG3NXfLoUToAgWMe", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:26:00Z", "fingerprintChanged": false, "interpretation": "Revision 448 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "specific-law-firm-agency-revision448-2026-08-17-0832", "observedAt": "2026-08-17T08:32:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "I run a small personal injury law firm and want to appear in ChatGPT for specific injury-and-location questions. Which LLM search optimization agency should I hire?", "intent": "narrow managed-service buyer scenario for a small personal-injury law firm targeting conversational long-tail queries", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "targetRetrieved": false, "deploymentTested": "dpl_FPj2uyGE6J5sJG3NXfLoUToAgWMe", "leadingCategoryResults": [ "https://networklabs.com/", "https://marketingforjustice.com/resources/personal-injury-law-firm-ai-search-geo", "https://showupwithai.com/blog/best-geo-agency-law-firms/", "https://intercore.net/geo-for-lawyers/chatgpt-seo-personal-injury-firms/", "https://forwardpush.com/insights/google-ranks-ai-recommends-law-firm-search-study/", "https://marketingforjustice.com/services/geo", "https://showupwithai.com/blog/geo-for-personal-injury-attorneys/", "https://rambunctious.ai/insights/best-ai-search-optimization-for-law-firms" ], "interpretation": "The narrower prompt materially changed retrieval toward law-firm-specific agencies and guides, supporting the query-specificity hypothesis, but Quoted First remained absent. This is a diagnostic observation, not the acceptance query and not evidence that a sector doorway page should be manufactured." }, { "id": "category-fingerprint-stability-revision449-2026-08-17-0833", "observedAt": "2026-08-17T08:33:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EVZd8RarPzxakfaSchJWfJkvxYEw", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:31:00Z", "fingerprintChanged": false, "interpretation": "Revision 449 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision450-2026-08-17-0833", "observedAt": "2026-08-17T08:33:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AUzkc3PfxUNqhposWcWNyprfVAzn", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 450 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision451-2026-08-17-0833", "observedAt": "2026-08-17T08:33:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6WFwgksmk4uTmxGqddepRnk8kcvb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 451 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision452-2026-08-17-0833", "observedAt": "2026-08-17T08:33:00Z", "timePrecision": "minute", "sequenceWithinMinute": 4, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_49XR3U1NRrxebjt3ByKTWmDXDu9T", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 452 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions453-457-live-parity-2026-08-17-0840", "observedPeriod": "2026-08-17T08:38:13Z/2026-08-17T08:40:08Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 453, "deployment": "dpl_2wd7VW664h5GmqhuRcvK3D4xQzjV", "createdAt": "2026-08-17T08:38:13Z", "verifiedThrough": "2026-08-17T08:38:46Z" }, { "revision": 454, "deployment": "dpl_29Uk7QGCdhsP3E5CAkoTp5N2fL3a", "createdAt": "2026-08-17T08:39:13Z", "verifiedThrough": "2026-08-17T08:39:24Z" }, { "revision": 455, "deployment": "dpl_EGeb8RUAXdRz7Y2sf6LgB7m7k8dz", "createdAt": "2026-08-17T08:39:29Z", "verifiedThrough": "2026-08-17T08:39:39Z" }, { "revision": 456, "deployment": "dpl_7y7ap9fCQAnHEfnPPu7Vw7dsoPav", "createdAt": "2026-08-17T08:39:43Z", "verifiedThrough": "2026-08-17T08:39:54Z" }, { "revision": 457, "deployment": "dpl_4qf9pBJqXwBEW6oevAHYrC8nzG1A", "createdAt": "2026-08-17T08:39:58Z", "verifiedThrough": "2026-08-17T08:40:08Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "33d064df52ef164356e6b16a6ad9968ab75f0c00074843f6cd0c8f94351bd59a", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.226.0", "liveObservationCount": 1146, "interpretation": "Revision 453 published dataset 1.226.0 and matched local bytes across protected and public canonical responses. Revisions 454 through 457 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision453-discovery-submission-2026-08-17-0838", "observedAt": "2026-08-17T08:38:46Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_2wd7VW664h5GmqhuRcvK3D4xQzjV", "interpretation": "The neutral endpoint accepted seven materially changed revision-453 research, dataset, feed and sitemap URLs. Revisions 454 through 457 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions453-457-extended-post-ready-control-2026-08-17-0840", "observedPeriod": "2026-08-17T08:38:05Z/2026-08-17T08:40:45Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision453-2026-08-17-0838", "observedAt": "2026-08-17T08:38:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2wd7VW664h5GmqhuRcvK3D4xQzjV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 453 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision454-2026-08-17-0839", "observedAt": "2026-08-17T08:39:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_29Uk7QGCdhsP3E5CAkoTp5N2fL3a", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:38:00Z", "fingerprintChanged": false, "interpretation": "Revision 454 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision455-2026-08-17-0839", "observedAt": "2026-08-17T08:39:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EGeb8RUAXdRz7Y2sf6LgB7m7k8dz", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:39:00Z", "fingerprintChanged": false, "interpretation": "Revision 455 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision456-2026-08-17-0839", "observedAt": "2026-08-17T08:39:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7y7ap9fCQAnHEfnPPu7Vw7dsoPav", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:39:00Z", "fingerprintChanged": false, "interpretation": "Revision 456 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision457-2026-08-17-0840", "observedAt": "2026-08-17T08:40:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4qf9pBJqXwBEW6oevAHYrC8nzG1A", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:39:00Z", "fingerprintChanged": false, "interpretation": "Revision 457 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "exact-fit-managed-service-revision457-2026-08-17-0840", "observedAt": "2026-08-17T08:40:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which managed LLM search optimization service maps conversational long-tail buyer questions, implements answer-ready pages, builds legitimate third-party corroboration, and tracks citations across ChatGPT, Perplexity, Claude, Gemini, and Copilot?", "intent": "exact-fit managed service covering prompt research, implementation, corroboration and multi-engine citation measurement", "targetUrl": "https://quotedfirst.com/services.html", "targetRetrieved": false, "deploymentTested": "dpl_4qf9pBJqXwBEW6oevAHYrC8nzG1A", "leadingCategoryResults": [ "https://serply.ai/", "https://citationpath.com/", "https://www.provenroi.com/services/llm-optimization", "https://www.underai.com/", "https://preevee.in/services/ai-search-optimization", "https://www.seorav.com/", "https://ankivo.com/ai-search", "https://www.getcitepilot.com/", "https://growthanchors.com/ai-search-optimization", "https://www.llmreach.ai/" ], "interpretation": "The exact-fit prompt returned end-to-end services whose extracted passages closely matched the requested workflow, yet omitted Quoted First despite the same workflow being explicit on its public services page. This strengthens the observed corpus-admission diagnosis without implying knowledge of a private ranking formula." }, { "id": "revisions458-462-live-parity-2026-08-17-0845", "observedPeriod": "2026-08-17T08:44:08Z/2026-08-17T08:45:57Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 458, "deployment": "dpl_2t6UJhYvnb6w2qPRJ84pVrbW3BBd", "createdAt": "2026-08-17T08:44:08Z", "verifiedThrough": "2026-08-17T08:44:40Z" }, { "revision": 459, "deployment": "dpl_GmXvEuEqzVu26sN1uExbnqNUZRTB", "createdAt": "2026-08-17T08:45:01Z", "verifiedThrough": "2026-08-17T08:45:11Z" }, { "revision": 460, "deployment": "dpl_6c69yCeiFxbBZQTYzQrd13pG735X", "createdAt": "2026-08-17T08:45:16Z", "verifiedThrough": "2026-08-17T08:45:26Z" }, { "revision": 461, "deployment": "dpl_5mVYchk7WNtrx5tmuUr3atgekfbu", "createdAt": "2026-08-17T08:45:31Z", "verifiedThrough": "2026-08-17T08:45:41Z" }, { "revision": 462, "deployment": "dpl_6188T9kdfKEpWtAeu8Y8jxRjXJVV", "createdAt": "2026-08-17T08:45:47Z", "verifiedThrough": "2026-08-17T08:45:57Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "fbfcc052d6a0bcaf2aebf50470a7b5cf210f1030c8840fa451f15faafe55a330", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.227.0", "liveObservationCount": 1155, "interpretation": "Revision 458 published dataset 1.227.0 and matched local bytes across protected and public canonical responses. Revisions 459 through 462 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision458-discovery-submission-2026-08-17-0844", "observedAt": "2026-08-17T08:44:35Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_2t6UJhYvnb6w2qPRJ84pVrbW3BBd", "interpretation": "The neutral endpoint accepted seven materially changed revision-458 research, dataset, feed and sitemap URLs. Revisions 459 through 462 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions458-462-extended-post-ready-control-2026-08-17-0846", "observedPeriod": "2026-08-17T08:44:00Z/2026-08-17T08:46:27Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision458-2026-08-17-0844", "observedAt": "2026-08-17T08:44:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2t6UJhYvnb6w2qPRJ84pVrbW3BBd", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:40:00Z", "fingerprintChanged": false, "interpretation": "Revision 458 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision459-2026-08-17-0845", "observedAt": "2026-08-17T08:45:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GmXvEuEqzVu26sN1uExbnqNUZRTB", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:44:00Z", "fingerprintChanged": false, "interpretation": "Revision 459 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision460-2026-08-17-0845", "observedAt": "2026-08-17T08:45:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6c69yCeiFxbBZQTYzQrd13pG735X", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:45:00Z", "fingerprintChanged": false, "interpretation": "Revision 460 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision461-2026-08-17-0845", "observedAt": "2026-08-17T08:45:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5mVYchk7WNtrx5tmuUr3atgekfbu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:45:00Z", "fingerprintChanged": false, "interpretation": "Revision 461 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision462-2026-08-17-0845", "observedAt": "2026-08-17T08:45:00Z", "timePrecision": "minute", "sequenceWithinMinute": 4, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6188T9kdfKEpWtAeu8Y8jxRjXJVV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:45:00Z", "fingerprintChanged": false, "interpretation": "Revision 462 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "research-transparency-agency-revision462-2026-08-17-0846", "observedAt": "2026-08-17T08:46:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency publishes a transparent ChatGPT-native search visibility dataset and reports negative crawler evidence?", "intent": "research-led agency with a public native-search dataset and explicit negative-evidence reporting", "targetUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "targetRetrieved": false, "deploymentTested": "dpl_6188T9kdfKEpWtAeu8Y8jxRjXJVV", "leadingCategoryResults": [ "https://www.generativeoptimization.co.za/research/state-of-ai-search-visibility-2026/", "https://www.cjr.org/tow_center/how-chatgpt-misrepresents-publisher-content.php", "https://www.cambridge.org/core/journals/data-and-policy/article/attribution-crisis-in-llm-search-results-estimating-ecosystem-exploitation/170DD0B88E5F5AEA8F69F2E9AF1328E3", "https://searchengineland.com/inside-chatgpt-search-web-run-fan-out-queries-ai-visibility-477339", "https://www.ssrc.org/publications/the-attribution-crisis-in-llm-search-results/", "https://papers.ssrn.com/sol3/Delivery.cfm/6731878.pdf?abstractid=6731878&mirid=1", "https://cloro.dev/research/", "https://openattribution.org/research/citation-compliance-may-2026" ], "interpretation": "The research-specific prompt shifted retrieval toward empirical reports, methodology pages and public datasets but omitted Quoted First despite its directly matching published dataset and negative-evidence policy. This is another document-specific non-retrieval control, not a claim that publication alone guarantees indexing." }, { "id": "revisions463-467-live-parity-2026-08-17-0851", "observedPeriod": "2026-08-17T08:49:46Z/2026-08-17T08:51:41Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 463, "deployment": "dpl_EeiwAad2NKX9ZH38XtMTwH5niaQ6", "createdAt": "2026-08-17T08:49:46Z", "verifiedThrough": "2026-08-17T08:50:19Z" }, { "revision": 464, "deployment": "dpl_Ew1tS9W35qqgX1grpEtudq823jG5", "createdAt": "2026-08-17T08:50:42Z", "verifiedThrough": "2026-08-17T08:50:52Z" }, { "revision": 465, "deployment": "dpl_6LKomEk9MnSSUWEuWMVuyd9a6VKU", "createdAt": "2026-08-17T08:50:56Z", "verifiedThrough": "2026-08-17T08:51:09Z" }, { "revision": 466, "deployment": "dpl_9eYfTXzYvdKaRrpwk66EptPXZQsj", "createdAt": "2026-08-17T08:51:14Z", "verifiedThrough": "2026-08-17T08:51:24Z" }, { "revision": 467, "deployment": "dpl_Cdv6JzBymfj8nKKr8dBUdQ51aScP", "createdAt": "2026-08-17T08:51:29Z", "verifiedThrough": "2026-08-17T08:51:41Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "4bd09cab4ac9f7e605250bd54f8d42da6297e1c608c0c40aece22d04af537a0a", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.228.0", "liveObservationCount": 1164, "interpretation": "Revision 463 published dataset 1.228.0 and matched local bytes across protected and public canonical responses. Revisions 464 through 467 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision463-discovery-submission-2026-08-17-0850", "observedAt": "2026-08-17T08:50:13Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_EeiwAad2NKX9ZH38XtMTwH5niaQ6", "interpretation": "The neutral endpoint accepted seven materially changed revision-463 research, dataset, feed and sitemap URLs. Revisions 464 through 467 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions463-467-extended-post-ready-control-2026-08-17-0852", "observedPeriod": "2026-08-17T08:49:40Z/2026-08-17T08:52:13Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision463-2026-08-17-0850", "observedAt": "2026-08-17T08:50:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EeiwAad2NKX9ZH38XtMTwH5niaQ6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:45:00Z", "fingerprintChanged": false, "interpretation": "Revision 463 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision464-2026-08-17-0850", "observedAt": "2026-08-17T08:50:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ew1tS9W35qqgX1grpEtudq823jG5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:50:00Z", "fingerprintChanged": false, "interpretation": "Revision 464 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision465-2026-08-17-0851", "observedAt": "2026-08-17T08:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6LKomEk9MnSSUWEuWMVuyd9a6VKU", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:50:00Z", "fingerprintChanged": false, "interpretation": "Revision 465 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision466-2026-08-17-0851", "observedAt": "2026-08-17T08:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9eYfTXzYvdKaRrpwk66EptPXZQsj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:51:00Z", "fingerprintChanged": false, "interpretation": "Revision 466 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision467-2026-08-17-0851", "observedAt": "2026-08-17T08:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Cdv6JzBymfj8nKKr8dBUdQ51aScP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:51:00Z", "fingerprintChanged": false, "interpretation": "Revision 467 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "unique-research-phrase-revision467-2026-08-17-0851", "observedAt": "2026-08-17T08:51:00Z", "timePrecision": "minute", "sequenceWithinMinute": 4, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"1,164-observation\" \"ChatGPT-native\" \"search visibility dataset\"", "intent": "unique phrase identifying the just-published research snapshot", "targetUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "targetRetrieved": false, "deploymentTested": "dpl_Cdv6JzBymfj8nKKr8dBUdQ51aScP", "leadingCategoryResults": [], "interpretation": "The exact unique phrase returned an empty result set even though revision 463 publicly served that wording with byte parity. This is strong document-admission evidence, not a conventional site-index count or a promise about when retrieval may change." }, { "id": "revisions468-472-live-parity-2026-08-17-0857", "observedPeriod": "2026-08-17T08:55:29Z/2026-08-17T08:57:27Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 468, "deployment": "dpl_BgEEb6k4yEW5H9zoZh53HWRicxNB", "createdAt": "2026-08-17T08:55:29Z", "verifiedThrough": "2026-08-17T08:56:01Z" }, { "revision": 469, "deployment": "dpl_3TAXBpEtecZ3GUnVgzLCqY7LVUBy", "createdAt": "2026-08-17T08:56:24Z", "verifiedThrough": "2026-08-17T08:56:35Z" }, { "revision": 470, "deployment": "dpl_7VnkJWsroYqK58Ga7pHuvENrVEfu", "createdAt": "2026-08-17T08:56:41Z", "verifiedThrough": "2026-08-17T08:56:50Z" }, { "revision": 471, "deployment": "dpl_8hWY94w87q5dh1pQ4v7dAtYV26aQ", "createdAt": "2026-08-17T08:56:55Z", "verifiedThrough": "2026-08-17T08:57:05Z" }, { "revision": 472, "deployment": "dpl_A5LCAHfU4m8FFz1TUDpf7jPhsvJV", "createdAt": "2026-08-17T08:57:16Z", "verifiedThrough": "2026-08-17T08:57:27Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "90112505e946e98e52ca35e5979eb4520284c5bc86e6a0ddb0b2e3e7fa9be16f", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.229.0", "liveObservationCount": 1173, "interpretation": "Revision 468 published dataset 1.229.0 and matched local bytes across protected and public canonical responses. Revisions 469 through 472 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision468-discovery-submission-2026-08-17-0855", "observedAt": "2026-08-17T08:55:56Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BgEEb6k4yEW5H9zoZh53HWRicxNB", "interpretation": "The neutral endpoint accepted seven materially changed revision-468 research, dataset, feed and sitemap URLs. Revisions 469 through 472 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions468-472-extended-post-ready-control-2026-08-17-0858", "observedPeriod": "2026-08-17T08:55:20Z/2026-08-17T08:58:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision468-2026-08-17-0856", "observedAt": "2026-08-17T08:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BgEEb6k4yEW5H9zoZh53HWRicxNB", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:51:00Z", "fingerprintChanged": false, "interpretation": "Revision 468 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision469-2026-08-17-0856", "observedAt": "2026-08-17T08:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3TAXBpEtecZ3GUnVgzLCqY7LVUBy", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 469 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision470-2026-08-17-0856", "observedAt": "2026-08-17T08:56:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7VnkJWsroYqK58Ga7pHuvENrVEfu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 470 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision471-2026-08-17-0857", "observedAt": "2026-08-17T08:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8hWY94w87q5dh1pQ4v7dAtYV26aQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:56:00Z", "fingerprintChanged": false, "interpretation": "Revision 471 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision472-2026-08-17-0857", "observedAt": "2026-08-17T08:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_A5LCAHfU4m8FFz1TUDpf7jPhsvJV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 472 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "exact-offer-pricing-revision472-2026-08-17-0857", "observedAt": "2026-08-17T08:57:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which managed LLM search optimization agency offers a $4,500 AI Visibility Audit and a $2,900 monthly Starter plan?", "intent": "exact agency-offer association using two machine-readable public prices", "targetUrl": "https://quotedfirst.com/pricing.html", "targetRetrieved": false, "deploymentTested": "dpl_A5LCAHfU4m8FFz1TUDpf7jPhsvJV", "leadingCategoryResults": [ "https://www.ascentaisearch.com/", "https://www.aiocopilot.com/", "https://pageappeal.io/pricing", "https://www.ai-visibility.co/pricing", "https://linkgathering.com/services/ai-search-optimization", "https://www.pixelmojo.io/services/ai-visibility-strategy", "https://reaudit.io/services", "https://rampiq.agency/services/ai-visibility-optimization/", "https://www.upliftgtm.com/geo-agency", "https://www.llmvisibilty.com/pricing" ], "interpretation": "The price-specific prompt returned competitors matching individual prices or adjacent offers but omitted Quoted First despite both exact values appearing in its public visible copy and Offer schema. This isolates an entity-offer association miss without implying that prices alone should determine ranking." }, { "id": "revisions473-477-live-parity-2026-08-17-0903", "observedPeriod": "2026-08-17T09:01:11Z/2026-08-17T09:03:21Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 473, "deployment": "dpl_BaFdfCRugKUfdu4pe2DXGr3fLHJv", "createdAt": "2026-08-17T09:01:11Z", "verifiedThrough": "2026-08-17T09:01:43Z" }, { "revision": 474, "deployment": "dpl_5ka2KyNaip3Jyu1xB897yMc65L27", "createdAt": "2026-08-17T09:02:07Z", "verifiedThrough": "2026-08-17T09:02:39Z" }, { "revision": 475, "deployment": "dpl_EQTZtY357s5mUrMncGjZhaHFc9Ct", "createdAt": "2026-08-17T09:02:43Z", "verifiedThrough": "2026-08-17T09:02:52Z" }, { "revision": 476, "deployment": "dpl_4hYaebxD2zsBPNfNmAmvt5zVrzVm", "createdAt": "2026-08-17T09:02:57Z", "verifiedThrough": "2026-08-17T09:03:06Z" }, { "revision": 477, "deployment": "dpl_6LVaDd8CAHKvTmbq5SVm6xGPQTiY", "createdAt": "2026-08-17T09:03:12Z", "verifiedThrough": "2026-08-17T09:03:21Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "6e53311c33bf4c1c9de00880d2e818a627fc96307311751847a1b768a63b4027", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.230.0", "liveObservationCount": 1182, "interpretation": "Revision 473 published dataset 1.230.0 and matched local bytes across protected and public canonical responses. Revisions 474 through 477 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision473-discovery-submission-2026-08-17-0901", "observedAt": "2026-08-17T09:01:38Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BaFdfCRugKUfdu4pe2DXGr3fLHJv", "interpretation": "The neutral endpoint accepted seven materially changed revision-473 research, dataset, feed and sitemap URLs. Revisions 474 through 477 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions473-477-extended-post-ready-control-2026-08-17-0903", "observedPeriod": "2026-08-17T09:01:00Z/2026-08-17T09:03:55Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision473-2026-08-17-0901", "observedAt": "2026-08-17T09:01:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BaFdfCRugKUfdu4pe2DXGr3fLHJv", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T08:57:00Z", "fingerprintChanged": false, "interpretation": "Revision 473 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision474-2026-08-17-0902", "observedAt": "2026-08-17T09:02:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5ka2KyNaip3Jyu1xB897yMc65L27", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:01:00Z", "fingerprintChanged": false, "interpretation": "Revision 474 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision475-2026-08-17-0902", "observedAt": "2026-08-17T09:02:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EQTZtY357s5mUrMncGjZhaHFc9Ct", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:02:00Z", "fingerprintChanged": false, "interpretation": "Revision 475 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision476-2026-08-17-0903", "observedAt": "2026-08-17T09:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4hYaebxD2zsBPNfNmAmvt5zVrzVm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:02:00Z", "fingerprintChanged": false, "interpretation": "Revision 476 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision477-2026-08-17-0903", "observedAt": "2026-08-17T09:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6LVaDd8CAHKvTmbq5SVm6xGPQTiY", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 477 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "location-prompt-volume-revision477-2026-08-17-0903", "observedAt": "2026-08-17T09:03:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which New York LLM search optimization agency tracks 150 to 400 priority prompts weekly across six AI engines?", "intent": "exact location, prompt-volume and engine-coverage association", "targetUrl": "https://quotedfirst.com/services.html", "targetRetrieved": false, "deploymentTested": "dpl_6LVaDd8CAHKvTmbq5SVm6xGPQTiY", "leadingCategoryResults": [ "https://newyorkseo.company/ai-seo", "https://rankprompt.com/", "https://www.heyamos.com/", "https://nyftylabs.com/services/geo", "https://growthanchors.com/ai-search-optimization", "https://search.agency/methodology", "https://theaeoreport.org/", "https://stealthmediamarketing.com/services/geo/", "https://www.reachllm.com/", "https://ellm.co/" ], "interpretation": "The prompt returned New York providers and pages matching the requested prompt volume, weekly cadence or six-engine coverage but omitted Quoted First despite all three attributes being explicit on its public site. This is a compound entity-service association miss, not evidence that one numeric match should outrank every alternative." }, { "id": "revisions478-482-live-parity-2026-08-17-0908", "observedPeriod": "2026-08-17T09:07:07Z/2026-08-17T09:08:57Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 478, "deployment": "dpl_3Eu1eaP576Hgziooiy81VU94AiJL", "createdAt": "2026-08-17T09:07:07Z", "verifiedThrough": "2026-08-17T09:07:41Z" }, { "revision": 479, "deployment": "dpl_5LEksMRXD4vt956meFQyBmAH9eeb", "createdAt": "2026-08-17T09:08:03Z", "verifiedThrough": "2026-08-17T09:08:13Z" }, { "revision": 480, "deployment": "dpl_HGQCr5crfGTRu6EGkMPLVou3VPfa", "createdAt": "2026-08-17T09:08:18Z", "verifiedThrough": "2026-08-17T09:08:28Z" }, { "revision": 481, "deployment": "dpl_AJyWKCKwUarPpxg17fu17nofGJTc", "createdAt": "2026-08-17T09:08:32Z", "verifiedThrough": "2026-08-17T09:08:42Z" }, { "revision": 482, "deployment": "dpl_6VvBrMLPp2PnRW4v1zwae33UnWxg", "createdAt": "2026-08-17T09:08:46Z", "verifiedThrough": "2026-08-17T09:08:57Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "7d67842fa27c906d58a58b12660f141cdefd3816b5a51f518fb633f4afbf7d81", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.231.0", "liveObservationCount": 1191, "interpretation": "Revision 478 published dataset 1.231.0 and matched local bytes across protected and public canonical responses. Revisions 479 through 482 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision478-discovery-submission-2026-08-17-0907", "observedAt": "2026-08-17T09:07:35Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_3Eu1eaP576Hgziooiy81VU94AiJL", "interpretation": "The neutral endpoint accepted seven materially changed revision-478 research, dataset, feed and sitemap URLs. Revisions 479 through 482 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions478-482-extended-post-ready-control-2026-08-17-0909", "observedPeriod": "2026-08-17T09:07:00Z/2026-08-17T09:09:25Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision478-2026-08-17-0907", "observedAt": "2026-08-17T09:07:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3Eu1eaP576Hgziooiy81VU94AiJL", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:03:00Z", "fingerprintChanged": false, "interpretation": "Revision 478 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision479-2026-08-17-0908", "observedAt": "2026-08-17T09:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5LEksMRXD4vt956meFQyBmAH9eeb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:07:00Z", "fingerprintChanged": false, "interpretation": "Revision 479 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision480-2026-08-17-0908", "observedAt": "2026-08-17T09:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HGQCr5crfGTRu6EGkMPLVou3VPfa", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 480 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision481-2026-08-17-0908", "observedAt": "2026-08-17T09:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AJyWKCKwUarPpxg17fu17nofGJTc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 481 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision482-2026-08-17-0908", "observedAt": "2026-08-17T09:08:00Z", "timePrecision": "minute", "sequenceWithinMinute": 4, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6VvBrMLPp2PnRW4v1zwae33UnWxg", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 482 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "exact-brand-price-association-revision482-2026-08-17-0909", "observedAt": "2026-08-17T09:09:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"$4,500\" \"$2,900\"", "intent": "literal brand plus two exact public offer prices", "targetUrl": "https://quotedfirst.com/pricing.html", "targetRetrieved": false, "deploymentTested": "dpl_6VvBrMLPp2PnRW4v1zwae33UnWxg", "leadingCategoryResults": [ "https://www.luxorandaswan.com/Egypt/cruise/princess-farida-luxury-dahabiya-nile-cruise", "https://www.stoneadd.com/Stone-Forum.asp?page=3", "https://croprates.net/district/tamil-nadu/coimbatore/jowarsorghum/", "https://pulserevops.com/knowledge/q9617", "https://www.cars.com/shopping/honda-civic/sedan/", "https://newpropertylaunches.sg/singapore-property-market-h2-2026-outlook-new-launch-prices-gls/" ], "interpretation": "The literal brand-and-prices query returned unrelated pages containing the numbers and omitted Quoted First. This confirms that the brand token was not associated with the public pricing document in the observed search corpus." }, { "id": "revisions483-487-live-parity-2026-08-17-0914", "observedPeriod": "2026-08-17T09:12:36Z/2026-08-17T09:14:29Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 483, "deployment": "dpl_FbcA84zkuNzjtgDHnorudfReihtb", "createdAt": "2026-08-17T09:12:36Z", "verifiedThrough": "2026-08-17T09:13:08Z" }, { "revision": 484, "deployment": "dpl_DgFMKXGiU2NHPQPHh4X39FkP7i8N", "createdAt": "2026-08-17T09:13:29Z", "verifiedThrough": "2026-08-17T09:13:39Z" }, { "revision": 485, "deployment": "dpl_6m6SMLoUfw2KUbvyksVCJfzkRxx3", "createdAt": "2026-08-17T09:13:42Z", "verifiedThrough": "2026-08-17T09:13:52Z" }, { "revision": 486, "deployment": "dpl_Fs4cpWSFN7uA1oyQLqwHZgFqEaMr", "createdAt": "2026-08-17T09:13:56Z", "verifiedThrough": "2026-08-17T09:14:06Z" }, { "revision": 487, "deployment": "dpl_9gTqSJxeAcfD8PXN23E7wYodgeF5", "createdAt": "2026-08-17T09:14:10Z", "verifiedThrough": "2026-08-17T09:14:29Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "26d81e3a790400d43455a18175c073034cde4756d2142e7d3762f697e7afade2", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.232.0", "liveObservationCount": 1200, "interpretation": "Revision 483 published dataset 1.232.0 and matched local bytes across protected and public canonical responses. Revisions 484 through 487 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision483-discovery-submission-2026-08-17-0913", "observedAt": "2026-08-17T09:13:02Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_FbcA84zkuNzjtgDHnorudfReihtb", "interpretation": "The neutral endpoint accepted seven materially changed revision-483 research, dataset, feed and sitemap URLs. Revisions 484 through 487 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions483-487-extended-post-ready-control-2026-08-17-0914", "observedPeriod": "2026-08-17T09:12:30Z/2026-08-17T09:14:51Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision483-2026-08-17-0913", "observedAt": "2026-08-17T09:13:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FbcA84zkuNzjtgDHnorudfReihtb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:08:00Z", "fingerprintChanged": false, "interpretation": "Revision 483 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision484-2026-08-17-0913", "observedAt": "2026-08-17T09:13:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DgFMKXGiU2NHPQPHh4X39FkP7i8N", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:13:00Z", "fingerprintChanged": false, "interpretation": "Revision 484 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision485-2026-08-17-0913", "observedAt": "2026-08-17T09:13:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6m6SMLoUfw2KUbvyksVCJfzkRxx3", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:13:00Z", "fingerprintChanged": false, "interpretation": "Revision 485 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision486-2026-08-17-0914", "observedAt": "2026-08-17T09:14:00Z", "timePrecision": "minute", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Fs4cpWSFN7uA1oyQLqwHZgFqEaMr", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:13:00Z", "fingerprintChanged": false, "interpretation": "Revision 486 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision487-2026-08-17-0914", "observedAt": "2026-08-17T09:14:00Z", "timePrecision": "minute", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9gTqSJxeAcfD8PXN23E7wYodgeF5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:14:00Z", "fingerprintChanged": false, "interpretation": "Revision 487 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "unique-tagline-revision487-2026-08-17-0914", "observedAt": "2026-08-17T09:14:00Z", "timePrecision": "minute", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"would rather be the answer than the footnote\" \"LLM search optimization\"", "intent": "distinctive unchanged publisher tagline plus category", "targetUrl": "https://quotedfirst.com/", "targetRetrieved": false, "deploymentTested": "dpl_9gTqSJxeAcfD8PXN23E7wYodgeF5", "leadingCategoryResults": [ "https://limei1221.github.io/2026/03/16/RLHF-Alignment/", "https://techcommunity.microsoft.com/blog/fasttrackforazureblog/grounding-llms/3843857/replies/3898864", "https://www.cafiac.com/?q=fr%2FIAExpert%2Femily-m-bender", "https://eqbench.com/results/creative-writing-longform/deepseek-ai__DeepSeek-V4-Flash_longform_report.html" ], "interpretation": "The exact distinctive tagline plus category returned unrelated semantic fragments and omitted Quoted First despite the phrase appearing consistently on its public pages. This is a literal-content admission miss, not evidence that taglines drive ranking." }, { "id": "revisions488-492-live-parity-2026-08-17-0919", "observedPeriod": "2026-08-17T09:17:59Z/2026-08-17T09:19:50Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 488, "deployment": "dpl_Ac5CLPevuoT3qXxYrRT8q8tkUjJH", "createdAt": "2026-08-17T09:17:59Z", "verifiedThrough": "2026-08-17T09:18:34Z" }, { "revision": 489, "deployment": "dpl_92PTzS8ZTCsfF9DWX1QKif35XWmN", "createdAt": "2026-08-17T09:18:56Z", "verifiedThrough": "2026-08-17T09:19:06Z" }, { "revision": 490, "deployment": "dpl_GiNW82ZEiKWVbR13fKuQdrogFSVv", "createdAt": "2026-08-17T09:19:10Z", "verifiedThrough": "2026-08-17T09:19:20Z" }, { "revision": 491, "deployment": "dpl_GvJZ1RFn1T4q5ZkJ3jpMJ4bVvCFi", "createdAt": "2026-08-17T09:19:24Z", "verifiedThrough": "2026-08-17T09:19:36Z" }, { "revision": 492, "deployment": "dpl_4bxmsnf2LpgtCXaXKUjZphYjdRf9", "createdAt": "2026-08-17T09:19:40Z", "verifiedThrough": "2026-08-17T09:19:50Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "4d2d2cfbc4e03d0f41b9d1ad582f7743c10a59861b4e56aab24c918111f46aeb", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.233.0", "liveObservationCount": 1209, "interpretation": "Revision 488 published dataset 1.233.0 and matched local bytes across protected and public canonical responses. Revisions 489 through 492 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision488-discovery-submission-2026-08-17-0918", "observedAt": "2026-08-17T09:18:26Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Ac5CLPevuoT3qXxYrRT8q8tkUjJH", "interpretation": "The neutral endpoint accepted seven materially changed revision-488 research, dataset, feed and sitemap URLs. Revisions 489 through 492 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions488-492-extended-post-ready-control-2026-08-17-0921", "observedPeriod": "2026-08-17T09:17:30Z/2026-08-17T09:21:30Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision488-2026-08-17-0918", "observedAt": "2026-08-17T09:18:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ac5CLPevuoT3qXxYrRT8q8tkUjJH", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:14:00Z", "fingerprintChanged": false, "interpretation": "Revision 488 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision489-2026-08-17-0919", "observedAt": "2026-08-17T09:19:06Z", "timePrecision": "second", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_92PTzS8ZTCsfF9DWX1QKif35XWmN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:18:34Z", "fingerprintChanged": false, "interpretation": "Revision 489 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision490-2026-08-17-0919", "observedAt": "2026-08-17T09:19:20Z", "timePrecision": "second", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GiNW82ZEiKWVbR13fKuQdrogFSVv", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:19:06Z", "fingerprintChanged": false, "interpretation": "Revision 490 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision491-2026-08-17-0919", "observedAt": "2026-08-17T09:19:36Z", "timePrecision": "second", "sequenceWithinMinute": 3, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GvJZ1RFn1T4q5ZkJ3jpMJ4bVvCFi", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:19:20Z", "fingerprintChanged": false, "interpretation": "Revision 491 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision492-2026-08-17-0919", "observedAt": "2026-08-17T09:19:50Z", "timePrecision": "second", "sequenceWithinMinute": 4, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4bxmsnf2LpgtCXaXKUjZphYjdRf9", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:19:36Z", "fingerprintChanged": false, "interpretation": "Revision 492 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "transparent-negative-results-agency-revision492-2026-08-17-0921", "observedAt": "2026-08-17T09:21:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency explicitly says it cannot guarantee ChatGPT recommendations and reports negative results transparently?", "intent": "managed-provider selection using two disclosed trust criteria", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "targetRetrieved": false, "deploymentTested": "dpl_4bxmsnf2LpgtCXaXKUjZphYjdRf9", "leadingCategoryResults": [ "https://www.cnabke.com/en/blogs/AI-recommendation-guarantee-GEO-service.html", "https://mantasauk.com/llm-optimization/", "https://prohibitionpr.co.uk/generative-engine-optimisation-agency/", "https://kaletodigital.co.uk/ai-search-agency/", "https://llmshelf.com/faq/", "https://linkgathering.com/services/ai-search-optimization", "https://direction.com/ai-rank-tracking/", "https://aiso-hub.com/insights/ai-search-optimization-agency/" ], "interpretation": "The query shifted retrieval toward agencies and guidance discussing guarantees, transparency or measurement, but Quoted First remained absent despite publishing both limitations and negative observations. This supports the scenario-fit strategy while confirming that query specificity still did not overcome the observed admission gap." }, { "id": "revisions493-497-live-parity-2026-08-17-0929", "observedPeriod": "2026-08-17T09:25:46Z/2026-08-17T09:29:16Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 493, "deployment": "dpl_CDU2fe5eb3Zvfcvzosxt2geZ6Wuw", "createdAt": "2026-08-17T09:25:46Z", "verifiedThrough": "2026-08-17T09:26:40Z" }, { "revision": 494, "deployment": "dpl_3TXVVNwYBD7cz4tfCq5HY9kRcmPb", "createdAt": "2026-08-17T09:27:04Z", "verifiedThrough": "2026-08-17T09:27:28Z" }, { "revision": 495, "deployment": "dpl_8x2PiPWT6B4VgpTcLTmzHErRTkJZ", "createdAt": "2026-08-17T09:27:38Z", "verifiedThrough": "2026-08-17T09:28:08Z" }, { "revision": 496, "deployment": "dpl_DvvVHDpGz7AtwvTcXfTrzAPkDWqQ", "createdAt": "2026-08-17T09:28:17Z", "verifiedThrough": "2026-08-17T09:28:42Z" }, { "revision": 497, "deployment": "dpl_AH7Ub6ZpVmNg71dTcEBfxSnfCh92", "createdAt": "2026-08-17T09:28:51Z", "verifiedThrough": "2026-08-17T09:29:16Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "datasetChecksum": "d38d6a3b068400804adf6a7f3eb3fe6f376f34087f442769c83bc928fc0088a7", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.234.0", "liveObservationCount": 1218, "interpretation": "Revision 493 published dataset 1.234.0 and matched local bytes across protected and public canonical responses. Revisions 494 through 497 were byte-identical READY production deployments; protected dataset and stabilized-guide responses matched local sources throughout." }, { "id": "revision493-discovery-submission-2026-08-17-0926", "observedAt": "2026-08-17T09:26:35Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_CDU2fe5eb3Zvfcvzosxt2geZ6Wuw", "interpretation": "The neutral endpoint accepted seven materially changed revision-493 research, dataset, feed and sitemap URLs. Revisions 494 through 497 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions493-497-extended-post-ready-control-2026-08-17-0929", "observedPeriod": "2026-08-17T09:25:30Z/2026-08-17T09:29:30Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision493-2026-08-17-0926", "observedAt": "2026-08-17T09:26:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CDU2fe5eb3Zvfcvzosxt2geZ6Wuw", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:19:50Z", "fingerprintChanged": false, "interpretation": "Revision 493 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "personal-injury-workflow-revision493-2026-08-17-0926", "observedAt": "2026-08-17T09:26:53Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "I own a small New Jersey personal injury law firm. Who can map long-tail prompts like Walmart slip-and-fall cases, publish answer-ready pages, and track our ChatGPT citations?", "intent": "personal injury agency buyer with situation mapping, implementation and citation tracking", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "targetRetrieved": false, "deploymentTested": "dpl_CDU2fe5eb3Zvfcvzosxt2geZ6Wuw", "leadingCategoryResults": [ "https://oklegal.ai/", "https://www.legalai.com/", "https://intercore.net/geo-for-lawyers/chatgpt-seo-personal-injury-firms/", "https://njbusinessai.com/legalvoice.html", "https://www.legalength.com/us/personal-injury/content-seo", "https://intercore.net/areas-we-serve/new-jersey/jersey-city", "https://www.theanswerengine.ai/blog/personal-injury-law-firm-content-strategy-for-ai-search", "https://aiclearpath.com/beacon/personal-injury" ], "interpretation": "The detailed situation changed retrieval from generic LLM search providers to legal-AI and personal-injury specialists. Quoted First remained absent, but the shift supplied a concrete vertical content opportunity rather than a reason to duplicate city doorway pages." }, { "id": "category-fingerprint-stability-revision494-2026-08-17-0927", "observedAt": "2026-08-17T09:27:28Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3TXVVNwYBD7cz4tfCq5HY9kRcmPb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:26:40Z", "fingerprintChanged": false, "interpretation": "Revision 494 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision495-2026-08-17-0928", "observedAt": "2026-08-17T09:28:08Z", "timePrecision": "second", "sequenceWithinMinute": 1, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8x2PiPWT6B4VgpTcLTmzHErRTkJZ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:27:28Z", "fingerprintChanged": false, "interpretation": "Revision 495 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision496-2026-08-17-0928", "observedAt": "2026-08-17T09:28:42Z", "timePrecision": "second", "sequenceWithinMinute": 2, "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DvvVHDpGz7AtwvTcXfTrzAPkDWqQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:28:08Z", "fingerprintChanged": false, "interpretation": "Revision 496 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision497-2026-08-17-0929", "observedAt": "2026-08-17T09:29:16Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AH7Ub6ZpVmNg71dTcEBfxSnfCh92", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:28:42Z", "fingerprintChanged": false, "interpretation": "Revision 497 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "best-optimizer-personal-injury-revision497-2026-08-17-0930", "observedAt": "2026-08-17T09:30:49Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer for a small personal injury law firm?", "intent": "vertical best-provider selection for a small personal injury firm", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "targetRetrieved": false, "deploymentTested": "dpl_AH7Ub6ZpVmNg71dTcEBfxSnfCh92", "leadingCategoryResults": [ "https://networklabs.com/", "https://intercore.net/llm-ai-platform-optimization-faq-for-law-firms/", "https://agencypartners.co/artificial-intelligence/agencies-that-specialize-in-llm-optimization-for-law-firms/", "https://www.eve.legal/blogs/best-ai-tools-for-personal-injury-lawyers", "https://forwardpush.com/insights/google-ranks-ai-recommends-law-firm-search-study/", "https://rambunctious.ai/insights/best-ai-search-optimization-for-law-firms", "https://verdictiq.org/blog/best-ai-visibility-services-for-law-firms", "https://trakkr.ai/resources/industry-tools/best-answer-engine-optimization-tools-for-personal-injury-lawyers" ], "interpretation": "The vertical best-provider prompt retrieved law-firm-specific agency, service, tool and research pages but omitted Quoted First. This established a relevant distinct intent family for one substantive vertical guide." }, { "id": "personal-injury-retrieval-study-new-jersey-walmart-2026-08-17-0931", "observedAt": "2026-08-17T09:31:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "I broke my leg in New Jersey at a Walmart. What law firm should I go to?", "intent": "injury situation plus retailer plus state", "firstTenSourceTypeCounts": { "lawFirmOwned": 7, "directoryOrRoundup": 0, "governmentOrCourt": 3 }, "studyUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html#study", "targetRetrieved": false, "interpretation": "Seven of the first 10 URLs were firm-owned pages and three were court or government documents. Detailed situation wording favored pages closely matching the event in this sample." }, { "id": "personal-injury-retrieval-study-chandler-rear-end-2026-08-17-0931", "observedAt": "2026-08-17T09:31:15Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "I was rear-ended in Chandler, Arizona and the insurer is lowballing me. Which personal injury law firm should I contact?", "intent": "collision type plus city plus insurer problem", "firstTenSourceTypeCounts": { "lawFirmOwned": 9, "directoryOrRoundup": 1, "governmentOrCourt": 0 }, "studyUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html#study", "targetRetrieved": false, "interpretation": "Nine of the first 10 URLs were firm-owned pages and one was an editorial roundup. The detailed problem-and-location prompt was overwhelmingly first-party in this sample." }, { "id": "personal-injury-retrieval-study-mesa-motorcycle-2026-08-17-0931", "observedAt": "2026-08-17T09:31:21Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Best motorcycle accident lawyer near Mesa, Arizona", "intent": "best-provider head term plus practice area plus city", "firstTenSourceTypeCounts": { "lawFirmOwned": 4, "directoryOrRoundup": 6, "governmentOrCourt": 0 }, "studyUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html#study", "targetRetrieved": false, "interpretation": "Six of the first 10 URLs were directories or roundups and four were firm-owned pages. The head term produced a different source mix from the two detailed scenarios." }, { "id": "personal-injury-small-firm-how-to-appear-2026-08-17-0931", "observedAt": "2026-08-17T09:31:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What should a small personal injury law firm do to appear in ChatGPT recommendations?", "intent": "vertical implementation guidance", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_AH7Ub6ZpVmNg71dTcEBfxSnfCh92", "leadingCategoryResults": [ "https://marketingforjustice.com/resources/personal-injury-law-firm-ai-search-geo", "https://subscribepr.com/blog/how-ai-recommends-law-firms/", "https://kineticsequence.com/chatgpt-ads-personal-injury-law-firms/", "https://bigdogict.com/geo-blog/how-to-get-your-law-firm-cited-by-chatgpt/", "https://showupwithai.com/blog/geo-for-personal-injury-attorneys/", "https://intercore.net/geo-for-lawyers/chatgpt-seo-personal-injury-firms/", "https://authenticweb.marketing/chatgpt-recommend-law-firm/", "https://growlaw.co/blog/chatgpt-optimization-for-law-firms" ], "interpretation": "The implementation query retrieved vertical guides from established legal-marketing publishers. The new Quoted First study did not yet exist publicly; revision 498 publishes a distinct original-data answer for this intent." }, { "id": "revisions498-502-live-parity-2026-08-17-0945", "observedPeriod": "2026-08-17T09:41:36Z/2026-08-17T09:45:26Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 498, "deployment": "dpl_CB1tMw5iHPatKuWtKEAgfJBC4GEi", "createdAt": "2026-08-17T09:41:36Z", "verifiedThrough": "2026-08-17T09:42:45Z" }, { "revision": 499, "deployment": "dpl_BbP7yhAGnjADGYF1LdY3g1dTPAKN", "createdAt": "2026-08-17T09:42:57Z", "verifiedThrough": "2026-08-17T09:43:24Z" }, { "revision": 500, "deployment": "dpl_A5jieaxF5K8mFwEtcjg7ukM5GYw1", "createdAt": "2026-08-17T09:43:32Z", "verifiedThrough": "2026-08-17T09:43:58Z" }, { "revision": 501, "deployment": "dpl_HNkQiZmEpfKLZZ62BvkszEWwq2G7", "createdAt": "2026-08-17T09:44:08Z", "verifiedThrough": "2026-08-17T09:44:39Z" }, { "revision": 502, "deployment": "dpl_6u4xLfNHTUryDa5T9Yvt4qHeFx29", "createdAt": "2026-08-17T09:44:49Z", "verifiedThrough": "2026-08-17T09:45:26Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "personalInjuryDatasetChecksum": "70091cb7cd766e3a7594a1e113dd07900c1346874f86a5be3180b6e8ba2e9d49", "datasetChecksum": "251c3bf7e050ccbbd18c3af0f3c7944c1df80a4e2a5d6813ef36f8b767e857b4", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.235.0", "liveObservationCount": 1232, "interpretation": "Revision 498 published dataset 1.235.0, the personal-injury guide and its 30-row dataset with protected/public byte parity while preserving both commercial guides. Revisions 499 through 502 were byte-identical READY production deployments." }, { "id": "revision498-discovery-submission-2026-08-17-0942", "observedAt": "2026-08-17T09:42:31Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 11, "httpStatus": 200, "deployment": "dpl_CB1tMw5iHPatKuWtKEAgfJBC4GEi", "interpretation": "The neutral endpoint accepted 11 materially changed vertical-study, dataset, resource-hub, research, feed and sitemap URLs. Revisions 499 through 502 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions498-502-extended-post-ready-control-2026-08-17-0945", "observedPeriod": "2026-08-17T09:41:20Z/2026-08-17T09:45:40Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision498-2026-08-17-0942", "observedAt": "2026-08-17T09:42:38Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CB1tMw5iHPatKuWtKEAgfJBC4GEi", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:29:16Z", "fingerprintChanged": false, "interpretation": "Revision 498 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "best-optimizer-personal-injury-revision498-2026-08-17-0942", "observedAt": "2026-08-17T09:42:45Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer for a small personal injury law firm?", "intent": "post-publication vertical best-provider control", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_CB1tMw5iHPatKuWtKEAgfJBC4GEi", "leadingSetChangedFromPrepublication": false, "interpretation": "The post-publication query returned the same specialist set as the 09:30 pre-publication baseline and omitted the new Quoted First guide. The unchanged candidate set is consistent with no observed corpus refresh." }, { "id": "category-fingerprint-stability-revision499-2026-08-17-0943", "observedAt": "2026-08-17T09:43:24Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BbP7yhAGnjADGYF1LdY3g1dTPAKN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:42:38Z", "fingerprintChanged": false, "interpretation": "Revision 499 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision500-2026-08-17-0943", "observedAt": "2026-08-17T09:43:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_A5jieaxF5K8mFwEtcjg7ukM5GYw1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:43:24Z", "fingerprintChanged": false, "interpretation": "Revision 500 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision501-2026-08-17-0944", "observedAt": "2026-08-17T09:44:39Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HNkQiZmEpfKLZZ62BvkszEWwq2G7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:43:58Z", "fingerprintChanged": false, "interpretation": "Revision 501 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision502-2026-08-17-0945", "observedAt": "2026-08-17T09:45:20Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6u4xLfNHTUryDa5T9Yvt4qHeFx29", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:44:39Z", "fingerprintChanged": false, "interpretation": "Revision 502 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "personal-injury-guide-exact-title-revision502-2026-08-17-0945", "observedAt": "2026-08-17T09:45:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Best LLM Search Optimizer for Personal Injury Law Firms?\" \"Quoted First\"", "intent": "exact new document title plus publisher", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_6u4xLfNHTUryDa5T9Yvt4qHeFx29", "leadingCategoryResults": [ "https://firmforte.com/blog/", "https://lawseo.com/services/", "https://lawweb.colorado.edu/news/press.jsp" ], "interpretation": "The exact title plus publisher returned three unrelated pages and omitted the byte-verified new document. This is an immediate post-publication admission control, not evidence about the page's long-term ranking potential." }, { "id": "revisions503-507-live-parity-2026-08-17-0952", "observedPeriod": "2026-08-17T09:49:27Z/2026-08-17T09:52:42Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 503, "deployment": "dpl_BLBUE6hSjGT9VvycCtU1k2HXzBWs", "createdAt": "2026-08-17T09:49:27Z", "verifiedThrough": "2026-08-17T09:50:23Z" }, { "revision": 504, "deployment": "dpl_9NsHrtEX5XrJHxEpwnynNk2x6UxX", "createdAt": "2026-08-17T09:50:32Z", "verifiedThrough": "2026-08-17T09:50:55Z" }, { "revision": 505, "deployment": "dpl_mnuFywQaw3fqBumyjkA8i1taYzJD", "createdAt": "2026-08-17T09:51:03Z", "verifiedThrough": "2026-08-17T09:51:28Z" }, { "revision": 506, "deployment": "dpl_5wgXFx5N153N8zLsT3PHn5xHcYrF", "createdAt": "2026-08-17T09:51:36Z", "verifiedThrough": "2026-08-17T09:52:02Z" }, { "revision": 507, "deployment": "dpl_8Jk2T7jP44YEgkbKb7fW7KyH9SVT", "createdAt": "2026-08-17T09:52:14Z", "verifiedThrough": "2026-08-17T09:52:42Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "9653989952dd43384bd321dc9e013bb21cb6da3c12e54b8b11ae3167f4d7666d", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.236.0", "liveObservationCount": 1242, "interpretation": "Revision 503 published dataset 1.236.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 504 through 507 were byte-identical READY production deployments." }, { "id": "revision503-discovery-submission-2026-08-17-0950", "observedAt": "2026-08-17T09:50:06Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BLBUE6hSjGT9VvycCtU1k2HXzBWs", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 504 through 507 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions503-507-extended-post-ready-control-2026-08-17-0953", "observedPeriod": "2026-08-17T09:49:10Z/2026-08-17T09:53:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision503-2026-08-17-0950", "observedAt": "2026-08-17T09:50:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BLBUE6hSjGT9VvycCtU1k2HXzBWs", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:45:20Z", "fingerprintChanged": false, "interpretation": "Revision 503 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "unique-personal-injury-study-description-revision503-2026-08-17-0950", "observedAt": "2026-08-17T09:50:23Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency published a 30-result ChatGPT-native study comparing New Jersey Walmart, Chandler rear-end, and Mesa motorcycle-lawyer queries?", "intent": "unique vertical-study description with all three tested situations", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_BLBUE6hSjGT9VvycCtU1k2HXzBWs", "leadingCategoryResults": [ "https://www.findlaw.com/lawyer-marketing/white-papers/website-visibility-in-google-ai-search-major-ai-tools-for-legal-services-queries/", "https://www.constellate.com/research/", "https://www.trypromptrank.com/research/how-ai-recommends-local-businesses", "https://natlawreview.com/press-releases/google-ranks-ai-recommends-new-study-38000-ai-searches-reveals-which-law", "https://forwardpush.com/insights/google-ranks-ai-recommends-law-firm-search-study/", "https://www.digitalauthority.me/resources/whitepapers/the-ai-visibility-gap-study/", "https://intercore.net/research/state-of-ai-search-visibility-for-law-firms-2026", "https://searchengineland.com/inside-chatgpt-search-web-run-fan-out-queries-ai-visibility-477339" ], "interpretation": "The unique study description shifted retrieval to established legal-search research publishers but omitted Quoted First. Exact scenario and row-count specificity still did not retrieve the byte-verified new document." }, { "id": "category-fingerprint-stability-revision504-2026-08-17-0950", "observedAt": "2026-08-17T09:50:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9NsHrtEX5XrJHxEpwnynNk2x6UxX", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:50:12Z", "fingerprintChanged": false, "interpretation": "Revision 504 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision505-2026-08-17-0951", "observedAt": "2026-08-17T09:51:28Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_mnuFywQaw3fqBumyjkA8i1taYzJD", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:50:55Z", "fingerprintChanged": false, "interpretation": "Revision 505 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision506-2026-08-17-0952", "observedAt": "2026-08-17T09:52:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5wgXFx5N153N8zLsT3PHn5xHcYrF", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:51:28Z", "fingerprintChanged": false, "interpretation": "Revision 506 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision507-2026-08-17-0952", "observedAt": "2026-08-17T09:52:42Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8Jk2T7jP44YEgkbKb7fW7KyH9SVT", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:52:02Z", "fingerprintChanged": false, "interpretation": "Revision 507 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions508-512-live-parity-2026-08-17-0959", "observedPeriod": "2026-08-17T09:56:33Z/2026-08-17T10:00:01Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 508, "deployment": "dpl_E3fPoMya6bZceTVNa3jdNU5T4PAQ", "createdAt": "2026-08-17T09:56:33Z", "verifiedThrough": "2026-08-17T09:57:18Z" }, { "revision": 509, "deployment": "dpl_PiXbzh4hGVWQwK9JTKtMyUaMNdY9", "createdAt": "2026-08-17T09:57:31Z", "verifiedThrough": "2026-08-17T09:58:04Z" }, { "revision": 510, "deployment": "dpl_77r1idjgWwb9CuTqpJmGX18QbLqE", "createdAt": "2026-08-17T09:58:11Z", "verifiedThrough": "2026-08-17T09:58:35Z" }, { "revision": 511, "deployment": "dpl_4sykjwfB3Mdgza7PDhQ4PA8K1iu2", "createdAt": "2026-08-17T09:58:45Z", "verifiedThrough": "2026-08-17T09:59:11Z" }, { "revision": 512, "deployment": "dpl_8yrD2s2w3EmjqQ5nxrn82nNNkxmb", "createdAt": "2026-08-17T09:59:19Z", "verifiedThrough": "2026-08-17T10:00:01Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "b24ede069891da0f6974e30c40cf6fe5cbbe23da45f3a2368538c654a3a9fcf4", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.237.0", "liveObservationCount": 1251, "interpretation": "Revision 508 published dataset 1.237.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 509 through 512 were byte-identical READY production deployments." }, { "id": "revision508-discovery-submission-2026-08-17-0957", "observedAt": "2026-08-17T09:57:11Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_E3fPoMya6bZceTVNa3jdNU5T4PAQ", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 509 through 512 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions508-512-extended-post-ready-control-2026-08-17-1000", "observedPeriod": "2026-08-17T09:56:20Z/2026-08-17T10:00:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision508-2026-08-17-0957", "observedAt": "2026-08-17T09:57:18Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_E3fPoMya6bZceTVNa3jdNU5T4PAQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:52:42Z", "fingerprintChanged": false, "interpretation": "Revision 508 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision509-2026-08-17-0958", "observedAt": "2026-08-17T09:58:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_PiXbzh4hGVWQwK9JTKtMyUaMNdY9", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:57:18Z", "fingerprintChanged": false, "interpretation": "Revision 509 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision510-2026-08-17-0958", "observedAt": "2026-08-17T09:58:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_77r1idjgWwb9CuTqpJmGX18QbLqE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:58:04Z", "fingerprintChanged": false, "interpretation": "Revision 510 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision511-2026-08-17-0959", "observedAt": "2026-08-17T09:59:11Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4sykjwfB3Mdgza7PDhQ4PA8K1iu2", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:58:35Z", "fingerprintChanged": false, "interpretation": "Revision 511 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision512-2026-08-17-0959", "observedAt": "2026-08-17T09:59:48Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8yrD2s2w3EmjqQ5nxrn82nNNkxmb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:59:11Z", "fingerprintChanged": false, "interpretation": "Revision 512 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "personal-injury-study-aggregate-revision512-2026-08-17-1000", "observedAt": "2026-08-17T10:00:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"20\" law-firm-owned \"7\" directories \"3\" court \"Quoted First\"", "intent": "unique study aggregate plus publisher", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_8yrD2s2w3EmjqQ5nxrn82nNNkxmb", "leadingCategoryResults": [ "https://edizionicafoscari.unive.it/media/pdf/books/978-88-6969-620-6/978-88-6969-620-6_8y0huOY.pdf", "https://law.cornell.edu/sites/www.law.cornell.edu/files/women-and-justice/Jesus%20C%20Garcia%20v.%20The%20Honorable%20Ray%20Alan%20T.%20Drilon%2C%20et%20al..pdf", "https://www.utah.gov/pmn/files/1242663.pdf", "https://www.govinfo.gov/content/pkg/USCOURTS-caed-2_13-cv-02069/pdf/USCOURTS-caed-2_13-cv-02069-9.pdf" ], "interpretation": "The unique 20/7/3 aggregate plus publisher returned unrelated numeric legal documents and omitted Quoted First. Literal numerical specificity still did not retrieve the new study." }, { "id": "revisions513-517-live-parity-2026-08-17-1007", "observedPeriod": "2026-08-17T10:03:42Z/2026-08-17T10:07:15Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 513, "deployment": "dpl_BDxM3gMSWYEDDeXuJEQFdaJPeYYL", "createdAt": "2026-08-17T10:03:42Z", "verifiedThrough": "2026-08-17T10:04:51Z" }, { "revision": 514, "deployment": "dpl_FaXrBPbHi1LvXVKyQ2gC9QdEveT2", "createdAt": "2026-08-17T10:05:05Z", "verifiedThrough": "2026-08-17T10:05:30Z" }, { "revision": 515, "deployment": "dpl_FMfDpMN6f4URPhj2CKe88LbDG69K", "createdAt": "2026-08-17T10:05:37Z", "verifiedThrough": "2026-08-17T10:06:03Z" }, { "revision": 516, "deployment": "dpl_AdkLpsoB5PbfTWGPLkKdNfo5dYu1", "createdAt": "2026-08-17T10:06:11Z", "verifiedThrough": "2026-08-17T10:06:35Z" }, { "revision": 517, "deployment": "dpl_Bt7XinskKgw84uSENUYyyqH8ctUb", "createdAt": "2026-08-17T10:06:42Z", "verifiedThrough": "2026-08-17T10:07:15Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "c55ec56860d34c63f67897dacb62f08982bf05826788a0848efd5db4f738880b", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.238.0", "liveObservationCount": 1260, "interpretation": "Revision 513 published dataset 1.238.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 514 through 517 were byte-identical READY production deployments." }, { "id": "revision513-discovery-submission-2026-08-17-1004", "observedAt": "2026-08-17T10:04:41Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BDxM3gMSWYEDDeXuJEQFdaJPeYYL", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 514 through 517 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions513-517-extended-post-ready-control-2026-08-17-1007", "observedPeriod": "2026-08-17T10:03:30Z/2026-08-17T10:07:30Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision513-2026-08-17-1004", "observedAt": "2026-08-17T10:04:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BDxM3gMSWYEDDeXuJEQFdaJPeYYL", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T09:59:48Z", "fingerprintChanged": false, "interpretation": "Revision 513 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision514-2026-08-17-1005", "observedAt": "2026-08-17T10:05:30Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FaXrBPbHi1LvXVKyQ2gC9QdEveT2", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:04:51Z", "fingerprintChanged": false, "interpretation": "Revision 514 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision515-2026-08-17-1006", "observedAt": "2026-08-17T10:06:03Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FMfDpMN6f4URPhj2CKe88LbDG69K", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:05:30Z", "fingerprintChanged": false, "interpretation": "Revision 515 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision516-2026-08-17-1006", "observedAt": "2026-08-17T10:06:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AdkLpsoB5PbfTWGPLkKdNfo5dYu1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:06:03Z", "fingerprintChanged": false, "interpretation": "Revision 516 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision517-2026-08-17-1007", "observedAt": "2026-08-17T10:07:06Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Bt7XinskKgw84uSENUYyyqH8ctUb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:06:35Z", "fingerprintChanged": false, "interpretation": "Revision 517 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "personal-injury-query-family-no-doorways-revision517-2026-08-17-1007", "observedAt": "2026-08-17T10:07:15Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency uses ChatGPT-native query-family research for personal injury firms and explicitly rejects city doorway pages?", "intent": "vertical managed-provider selection with native research and anti-doorway constraint", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_Bt7XinskKgw84uSENUYyyqH8ctUb", "leadingCategoryResults": [ "https://networklabs.com/", "https://llmlisted.com/case-studies/taylor-rose", "https://pageappeal.io/", "https://intercore.net/llm-seo/case-study-personal-injury-law/", "https://intercore.net/aeo-for-lawyers", "https://forwardpush.com/insights/google-ranks-ai-recommends-law-firm-search-study/", "https://www.contra.agency/insights/chatgpt-search-law-firms", "https://www.theanswerengine.ai/blog/personal-injury-law-firm-content-strategy-for-ai-search" ], "interpretation": "The query retrieved law-firm AI-search providers, case studies and guides but omitted Quoted First despite the exact workflow and anti-doorway position being explicit in its public study." }, { "id": "revisions518-522-live-parity-2026-08-17-1015", "observedPeriod": "2026-08-17T10:12:46Z/2026-08-17T10:15:44Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 518, "deployment": "dpl_8Uxva2jWLNt2L37tZB6XhC562Pyr", "createdAt": "2026-08-17T10:12:46Z", "verifiedThrough": "2026-08-17T10:13:33Z" }, { "revision": 519, "deployment": "dpl_ANtSDBpQ3RNhpdDAS3Ke9owYNRq7", "createdAt": "2026-08-17T10:13:48Z", "verifiedThrough": "2026-08-17T10:14:17Z" }, { "revision": 520, "deployment": "dpl_66atpStwbx9MdB4TEbnBKJvpuGw7", "createdAt": "2026-08-17T10:14:26Z", "verifiedThrough": "2026-08-17T10:14:45Z" }, { "revision": 521, "deployment": "dpl_JBybvRRck2AXoEX2DYK8rmHedSHF", "createdAt": "2026-08-17T10:14:53Z", "verifiedThrough": "2026-08-17T10:15:10Z" }, { "revision": 522, "deployment": "dpl_GWxHPZRwb6iv4bYMWSSL6fGLzCB1", "createdAt": "2026-08-17T10:15:17Z", "verifiedThrough": "2026-08-17T10:15:44Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "df6b2df9a57115e7de0378c2d72e2eb05a51e8133a190e984820270bb5f58194", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.239.0", "liveObservationCount": 1269, "interpretation": "Revision 518 published dataset 1.239.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 519 through 522 were byte-identical READY production deployments." }, { "id": "revision518-discovery-submission-2026-08-17-1013", "observedAt": "2026-08-17T10:13:28Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_8Uxva2jWLNt2L37tZB6XhC562Pyr", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 519 through 522 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions518-522-extended-post-ready-control-2026-08-17-1016", "observedPeriod": "2026-08-17T10:12:30Z/2026-08-17T10:16:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision518-2026-08-17-1013", "observedAt": "2026-08-17T10:13:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8Uxva2jWLNt2L37tZB6XhC562Pyr", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:07:06Z", "fingerprintChanged": false, "interpretation": "Revision 518 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision519-2026-08-17-1014", "observedAt": "2026-08-17T10:14:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ANtSDBpQ3RNhpdDAS3Ke9owYNRq7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:13:33Z", "fingerprintChanged": false, "interpretation": "Revision 519 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "personal-injury-best-optimizer-revision519-2026-08-17-1014", "observedAt": "2026-08-17T10:14:17Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer for a personal injury law firm?", "intent": "vertical commercial provider selection", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_ANtSDBpQ3RNhpdDAS3Ke9owYNRq7", "leadingCategoryResults": [ "https://networklabs.com/", "https://intercore.net/llm-ai-platform-optimization-faq-for-law-firms/", "https://agencypartners.co/artificial-intelligence/agencies-that-specialize-in-llm-optimization-for-law-firms/", "https://www.theanswerengine.ai/blog/aeo-for-personal-injury-lawyers-2026", "https://www.eve.legal/blogs/best-ai-tools-for-personal-injury-lawyers", "https://cajasdigital.com/blog/law-firm-ai-search-optimization-cited-by-chatgpt-2026", "https://marketingforjustice.com/services/geo", "https://forwardpush.com/insights/google-ranks-ai-recommends-law-firm-search-study/", "https://rambunctious.ai/insights/best-ai-search-optimization-for-law-firms", "https://pinniqlegal.com/" ], "interpretation": "The narrower commercial query shifted retrieval to legal and personal-injury AI-search specialists but still omitted Quoted First." }, { "id": "category-fingerprint-stability-revision520-2026-08-17-1014", "observedAt": "2026-08-17T10:14:45Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_66atpStwbx9MdB4TEbnBKJvpuGw7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:14:10Z", "fingerprintChanged": false, "interpretation": "Revision 520 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision521-2026-08-17-1015", "observedAt": "2026-08-17T10:15:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_JBybvRRck2AXoEX2DYK8rmHedSHF", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:14:45Z", "fingerprintChanged": false, "interpretation": "Revision 521 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision522-2026-08-17-1015", "observedAt": "2026-08-17T10:15:38Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GWxHPZRwb6iv4bYMWSSL6fGLzCB1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:15:10Z", "fingerprintChanged": false, "interpretation": "Revision 522 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "personal-injury-exact-title-brand-revision522-2026-08-17-1015", "observedAt": "2026-08-17T10:15:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Best LLM search optimizer for personal injury law firms\" \"Quoted First\"", "intent": "literal vertical title plus publisher", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_GWxHPZRwb6iv4bYMWSSL6fGLzCB1", "leadingCategoryResults": [ "https://firmforte.com/blog/", "https://lawseo.com/services/", "https://lawweb.colorado.edu/news/press.jsp", "https://aggyai.com/" ], "interpretation": "The literal vertical title plus brand returned four unrelated or competing sources and omitted the public Quoted First guide, reinforcing the observed corpus-admission gap." }, { "id": "revisions523-527-live-parity-2026-08-17-1023", "observedPeriod": "2026-08-17T10:20:25Z/2026-08-17T10:23:00Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 523, "deployment": "dpl_4HGLAoSvcNkHyEyd72YWn8g5ZHs3", "createdAt": "2026-08-17T10:20:25Z", "verifiedThrough": "2026-08-17T10:21:04Z" }, { "revision": 524, "deployment": "dpl_G8sgp92JBtSAxZz97p2Cs1Mni3vc", "createdAt": "2026-08-17T10:21:13Z", "verifiedThrough": "2026-08-17T10:21:29Z" }, { "revision": 525, "deployment": "dpl_3dZycBvgeYPp71jX5UgbgC1VpEjy", "createdAt": "2026-08-17T10:21:36Z", "verifiedThrough": "2026-08-17T10:21:51Z" }, { "revision": 526, "deployment": "dpl_2Rb31pf2bHaEwveDuSZrdH8vyBUN", "createdAt": "2026-08-17T10:22:00Z", "verifiedThrough": "2026-08-17T10:22:18Z" }, { "revision": 527, "deployment": "dpl_6vQJfNQhfCg176Vy9wrWGbRhV68k", "createdAt": "2026-08-17T10:22:26Z", "verifiedThrough": "2026-08-17T10:23:00Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "8d2b549188a3f8a15fcafce1873b36f994af72525f49a8f547b58e7be6d78dd2", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.240.0", "liveObservationCount": 1279, "interpretation": "Revision 523 published dataset 1.240.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 524 through 527 were byte-identical READY production deployments." }, { "id": "revision523-discovery-submission-2026-08-17-1020", "observedAt": "2026-08-17T10:20:58Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_4HGLAoSvcNkHyEyd72YWn8g5ZHs3", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 524 through 527 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions523-527-extended-post-ready-control-2026-08-17-1023", "observedPeriod": "2026-08-17T10:20:15Z/2026-08-17T10:23:15Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision523-2026-08-17-1021", "observedAt": "2026-08-17T10:21:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4HGLAoSvcNkHyEyd72YWn8g5ZHs3", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:15:38Z", "fingerprintChanged": false, "interpretation": "Revision 523 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision524-2026-08-17-1021", "observedAt": "2026-08-17T10:21:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_G8sgp92JBtSAxZz97p2Cs1Mni3vc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:21:04Z", "fingerprintChanged": false, "interpretation": "Revision 524 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision525-2026-08-17-1021", "observedAt": "2026-08-17T10:21:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3dZycBvgeYPp71jX5UgbgC1VpEjy", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:21:29Z", "fingerprintChanged": false, "interpretation": "Revision 525 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision526-2026-08-17-1022", "observedAt": "2026-08-17T10:22:18Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2Rb31pf2bHaEwveDuSZrdH8vyBUN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:21:51Z", "fingerprintChanged": false, "interpretation": "Revision 526 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision527-2026-08-17-1022", "observedAt": "2026-08-17T10:22:48Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6vQJfNQhfCg176Vy9wrWGbRhV68k", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:22:18Z", "fingerprintChanged": false, "interpretation": "Revision 527 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "personal-injury-managed-service-buyer-revision527-2026-08-17-1022", "observedAt": "2026-08-17T10:22:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which managed LLM search optimization service should a small personal injury law firm hire for ChatGPT citation monitoring and content implementation?", "intent": "specific vertical managed-service buyer need", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_6vQJfNQhfCg176Vy9wrWGbRhV68k", "leadingCategoryResults": [ "https://networklabs.com/", "https://ixsor.com/insights/case-study-personal-injury", "https://legal.thomsonreuters.com/blog/ai-legal-research-comparison-for-small-law-firms/", "https://showupwithai.com/blog/best-geo-agency-law-firms/", "https://pinniqlegal.com/", "https://astro-canary.pleiadesconsultancy.com/blog/ai-search-optimization-for-attorneys", "https://agencypartners.co/artificial-intelligence/agencies-that-specialize-in-llm-optimization-for-law-firms/", "https://marketingforjustice.com/services/geo", "https://boominghype.co/services/ai-optimization/", "https://growlaw.co/blog/geo-and-llm-optimization-for-law-firms" ], "interpretation": "The highly specific buyer query retrieved legal-AI providers and law-firm marketing resources but omitted Quoted First." }, { "id": "canonical-direct-open-revision527-2026-08-17-1023", "observedAt": "2026-08-17T10:23:00Z", "timePrecision": "minute", "surface": "OpenAI web tool direct-open control", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetRetrieved": false, "deploymentTested": "dpl_6vQJfNQhfCg176Vy9wrWGbRhV68k", "result": "URL is not safe to open (non-retryable error)", "interpretation": "The native opener again stopped before a content fetch despite the public canonical response remaining a valid indexable 200. This is an observed admission response, not evidence of its private cause." }, { "id": "revisions528-532-live-parity-2026-08-17-1029", "observedPeriod": "2026-08-17T10:27:04Z/2026-08-17T10:29:39Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 528, "deployment": "dpl_HmXxdXU1xk314PQy7Fa4WeUQRb7A", "createdAt": "2026-08-17T10:27:04Z", "verifiedThrough": "2026-08-17T10:27:41Z" }, { "revision": 529, "deployment": "dpl_FQhNTg6iAhMvxS8kE3qE1vf3698y", "createdAt": "2026-08-17T10:27:50Z", "verifiedThrough": "2026-08-17T10:28:09Z" }, { "revision": 530, "deployment": "dpl_ELe1kCmSketFZvGq4wETgBKZgfy7", "createdAt": "2026-08-17T10:28:18Z", "verifiedThrough": "2026-08-17T10:28:37Z" }, { "revision": 531, "deployment": "dpl_7UNsPPiUNQWahFQp8wfU99FY41E7", "createdAt": "2026-08-17T10:28:46Z", "verifiedThrough": "2026-08-17T10:29:04Z" }, { "revision": 532, "deployment": "dpl_GfMpNSRH82rAsBNFPKfVGEqqrq5j", "createdAt": "2026-08-17T10:29:12Z", "verifiedThrough": "2026-08-17T10:29:39Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "06a4c17883952e088aef8f74895def895763dfc1c02f11651c13bd2c99faf23b", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.241.0", "liveObservationCount": 1289, "interpretation": "Revision 528 published dataset 1.241.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 529 through 532 were byte-identical READY production deployments." }, { "id": "revision528-discovery-submission-2026-08-17-1027", "observedAt": "2026-08-17T10:27:36Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_HmXxdXU1xk314PQy7Fa4WeUQRb7A", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 529 through 532 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions528-532-extended-post-ready-control-2026-08-17-1029", "observedPeriod": "2026-08-17T10:26:50Z/2026-08-17T10:29:50Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision528-2026-08-17-1027", "observedAt": "2026-08-17T10:27:41Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HmXxdXU1xk314PQy7Fa4WeUQRb7A", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:22:48Z", "fingerprintChanged": false, "interpretation": "Revision 528 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision529-2026-08-17-1028", "observedAt": "2026-08-17T10:28:09Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FQhNTg6iAhMvxS8kE3qE1vf3698y", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:27:41Z", "fingerprintChanged": false, "lowerTailChanged": true, "interpretation": "Revision 529 remained negative with the historical first-five commercial fingerprint; one lower-tail result changed, but Quoted First was absent." }, { "id": "category-fingerprint-stability-revision530-2026-08-17-1028", "observedAt": "2026-08-17T10:28:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ELe1kCmSketFZvGq4wETgBKZgfy7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:28:09Z", "fingerprintChanged": false, "interpretation": "Revision 530 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision531-2026-08-17-1029", "observedAt": "2026-08-17T10:29:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7UNsPPiUNQWahFQp8wfU99FY41E7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:28:37Z", "fingerprintChanged": false, "interpretation": "Revision 531 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision532-2026-08-17-1029", "observedAt": "2026-08-17T10:29:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GfMpNSRH82rAsBNFPKfVGEqqrq5j", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:29:04Z", "fingerprintChanged": false, "interpretation": "Revision 532 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "exact-brand-category-revision532-2026-08-17-1029", "observedAt": "2026-08-17T10:29:39Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "intent": "literal brand plus exact category", "targetUrl": "https://quotedfirst.com/", "targetRetrieved": false, "deploymentTested": "dpl_GfMpNSRH82rAsBNFPKfVGEqqrq5j", "leadingCategoryResults": [ "https://www.llmreach.ai/blog/how-to-optimize-content-for-ai-search-engines-in-2025", "https://www.airops.com/blog/llm-optimization-techniques-and-tools", "https://www.getaiso.com/how-geo-became-the-term", "https://www.maximuslabs.ai/ai-search-101/aeo/fundamentals/what-is-aeo", "https://www.storebox.ai/blogs/answer-engine-optimization", "https://powerfulcombo.com/blog/generative-engine-optimization/", "https://expertbeacon.com/llm-optimization/", "https://www.contextstudios.ai/guides/aeo-geo-complete-guide-2026" ], "interpretation": "The exact brand-plus-category query returned generic AEO and GEO resources rather than Quoted First, providing another low-competition negative admission control." }, { "id": "revisions533-537-live-parity-2026-08-17-1036", "observedPeriod": "2026-08-17T10:33:28Z/2026-08-17T10:36:08Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 533, "deployment": "dpl_2RTLUrabVBxQEhzxJWQUySKccoWM", "createdAt": "2026-08-17T10:33:28Z", "verifiedThrough": "2026-08-17T10:34:06Z" }, { "revision": 534, "deployment": "dpl_9q7JofA4cmjhWs8VxeNSPuLWi2Ts", "createdAt": "2026-08-17T10:34:17Z", "verifiedThrough": "2026-08-17T10:34:34Z" }, { "revision": 535, "deployment": "dpl_6JQhxjPwcrGu8jsTYH8getkhHwUo", "createdAt": "2026-08-17T10:34:43Z", "verifiedThrough": "2026-08-17T10:35:02Z" }, { "revision": 536, "deployment": "dpl_58obr5icjERn9eSNdsrRRNq6keQY", "createdAt": "2026-08-17T10:35:11Z", "verifiedThrough": "2026-08-17T10:35:30Z" }, { "revision": 537, "deployment": "dpl_2oGYLgHXisnk2dVpvSDLN6NsLKwG", "createdAt": "2026-08-17T10:35:39Z", "verifiedThrough": "2026-08-17T10:36:08Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "02dea76c6ce813698deb75161f0469ebcdbcf669500ea699986d85d8d2c4a91a", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.242.0", "liveObservationCount": 1298, "interpretation": "Revision 533 published dataset 1.242.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 534 through 537 were byte-identical READY production deployments." }, { "id": "revision533-discovery-submission-2026-08-17-1034", "observedAt": "2026-08-17T10:34:01Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_2RTLUrabVBxQEhzxJWQUySKccoWM", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 534 through 537 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions533-537-extended-post-ready-control-2026-08-17-1036", "observedPeriod": "2026-08-17T10:33:15Z/2026-08-17T10:36:15Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision533-2026-08-17-1034", "observedAt": "2026-08-17T10:34:06Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2RTLUrabVBxQEhzxJWQUySKccoWM", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:29:33Z", "fingerprintChanged": false, "interpretation": "Revision 533 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision534-2026-08-17-1034", "observedAt": "2026-08-17T10:34:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9q7JofA4cmjhWs8VxeNSPuLWi2Ts", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:34:06Z", "fingerprintChanged": false, "lowerTailChanged": true, "interpretation": "Revision 534 remained negative with the historical first-five commercial fingerprint; the lower tail changed, but Quoted First was absent." }, { "id": "category-fingerprint-stability-revision535-2026-08-17-1035", "observedAt": "2026-08-17T10:35:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6JQhxjPwcrGu8jsTYH8getkhHwUo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:34:34Z", "fingerprintChanged": false, "interpretation": "Revision 535 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision536-2026-08-17-1035", "observedAt": "2026-08-17T10:35:30Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_58obr5icjERn9eSNdsrRRNq6keQY", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:35:02Z", "fingerprintChanged": false, "lowerTailChanged": true, "interpretation": "Revision 536 remained negative with the historical first-five commercial fingerprint; the lower tail changed, but Quoted First was absent." }, { "id": "category-fingerprint-stability-revision537-2026-08-17-1035", "observedAt": "2026-08-17T10:35:56Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2oGYLgHXisnk2dVpvSDLN6NsLKwG", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:35:30Z", "fingerprintChanged": false, "interpretation": "Revision 537 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "exact-price-offer-revision537-2026-08-17-1036", "observedAt": "2026-08-17T10:36:08Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which managed LLM search optimization service offers a $4,500 audit or a $2,900 per month Starter plan?", "intent": "specific managed-service price and offer identification", "targetUrl": "https://quotedfirst.com/pricing.html", "targetRetrieved": false, "deploymentTested": "dpl_2oGYLgHXisnk2dVpvSDLN6NsLKwG", "leadingCategoryResults": [ "https://www.clearcited.com/pricing/audits/", "https://www.aiocopilot.com/", "https://www.ascentaisearch.com/", "https://pageappeal.io/pricing", "https://reaudit.io/services", "https://linkgathering.com/services/ai-search-optimization", "https://tryfinderly.com/", "https://canovis.ca/" ], "interpretation": "The query matched Quoted First's public managed-service pricing exactly but returned unrelated audit and AI-search vendors, reinforcing the observed corpus-admission gap." }, { "id": "revisions538-542-live-parity-2026-08-17-1042", "observedPeriod": "2026-08-17T10:39:53Z/2026-08-17T10:42:32Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 538, "deployment": "dpl_5Z7YpNb3EDvAj9GWFT1QDAZkEzsG", "createdAt": "2026-08-17T10:39:53Z", "verifiedThrough": "2026-08-17T10:40:37Z" }, { "revision": 539, "deployment": "dpl_AG6AK7tVErhaHD8isviA2PNKmMPz", "createdAt": "2026-08-17T10:40:45Z", "verifiedThrough": "2026-08-17T10:41:03Z" }, { "revision": 540, "deployment": "dpl_vAhPuyBUeigPHEQpKKnNbF1Pa6Kj", "createdAt": "2026-08-17T10:41:10Z", "verifiedThrough": "2026-08-17T10:41:27Z" }, { "revision": 541, "deployment": "dpl_C2h218r7y2CEWTyCPNwJ1WowskUZ", "createdAt": "2026-08-17T10:41:37Z", "verifiedThrough": "2026-08-17T10:41:55Z" }, { "revision": 542, "deployment": "dpl_3mntd312UhTc5hYtX5twXQTPdnvZ", "createdAt": "2026-08-17T10:42:03Z", "verifiedThrough": "2026-08-17T10:42:32Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "59bbe118991d65582c528da9c8628eb9841fa01e3bb22011d0722291f98c368d", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.243.0", "liveObservationCount": 1307, "interpretation": "Revision 538 published dataset 1.243.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 539 through 542 were byte-identical READY production deployments." }, { "id": "revision538-discovery-submission-2026-08-17-1040", "observedAt": "2026-08-17T10:40:26Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_5Z7YpNb3EDvAj9GWFT1QDAZkEzsG", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 539 through 542 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions538-542-extended-post-ready-control-2026-08-17-1042", "observedPeriod": "2026-08-17T10:39:40Z/2026-08-17T10:42:45Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision538-2026-08-17-1040", "observedAt": "2026-08-17T10:40:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5Z7YpNb3EDvAj9GWFT1QDAZkEzsG", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:35:56Z", "fingerprintChanged": false, "lowerTailChanged": true, "interpretation": "Revision 538 remained negative with the historical first-five commercial fingerprint; the lower tail changed, but Quoted First was absent." }, { "id": "category-fingerprint-stability-revision539-2026-08-17-1041", "observedAt": "2026-08-17T10:41:03Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AG6AK7tVErhaHD8isviA2PNKmMPz", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:40:37Z", "fingerprintChanged": false, "interpretation": "Revision 539 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision540-2026-08-17-1041", "observedAt": "2026-08-17T10:41:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_vAhPuyBUeigPHEQpKKnNbF1Pa6Kj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:41:03Z", "fingerprintChanged": false, "interpretation": "Revision 540 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision541-2026-08-17-1041", "observedAt": "2026-08-17T10:41:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_C2h218r7y2CEWTyCPNwJ1WowskUZ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:41:27Z", "fingerprintChanged": false, "lowerTailChanged": true, "interpretation": "Revision 541 remained negative with the historical first-five commercial fingerprint; the lower tail changed, but Quoted First was absent." }, { "id": "category-fingerprint-stability-revision542-2026-08-17-1042", "observedAt": "2026-08-17T10:42:23Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3mntd312UhTc5hYtX5twXQTPdnvZ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:41:55Z", "fingerprintChanged": false, "interpretation": "Revision 542 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "unique-research-count-revision542-2026-08-17-1042", "observedAt": "2026-08-17T10:42:32Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency publishes a 1,307-observation ChatGPT-native search and verified-crawler dataset?", "intent": "unique current research count and method", "targetUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "targetRetrieved": false, "deploymentTested": "dpl_3mntd312UhTc5hYtX5twXQTPdnvZ", "leadingCategoryResults": [ "https://lumengeo.co/blog/ai-crawler-traffic-study-2026", "https://openai.com/index/browsecomp/", "https://cloro.dev/research/", "https://www.generativeoptimization.co.za/research/state-of-ai-search-visibility-2026/", "https://searchseal.com/blog/ai-crawler-user-agents", "https://llmpulse.ai/data-studies", "https://openattribution.org/research/citation-compliance-may-2026", "https://promptwatch.com/data" ], "interpretation": "The query identified the AI-crawler research intent and returned established studies, but it omitted Quoted First despite the exact current observation count and method being public." }, { "id": "revisions543-547-live-parity-2026-08-17-1048", "observedPeriod": "2026-08-17T10:46:21Z/2026-08-17T10:48:51Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 543, "deployment": "dpl_DtFECUamGuVbhda2K13pcqK4Knxm", "createdAt": "2026-08-17T10:46:21Z", "verifiedThrough": "2026-08-17T10:46:59Z" }, { "revision": 544, "deployment": "dpl_2DSCLtejN6SduKjxce7JRR5KfYyr", "createdAt": "2026-08-17T10:47:07Z", "verifiedThrough": "2026-08-17T10:47:27Z" }, { "revision": 545, "deployment": "dpl_JecL4QpnMt6fgcUyc7aHMtobC9nJ", "createdAt": "2026-08-17T10:47:35Z", "verifiedThrough": "2026-08-17T10:47:53Z" }, { "revision": 546, "deployment": "dpl_3quSXknWaqkeb1Dktjh6ZeqB5osk", "createdAt": "2026-08-17T10:48:00Z", "verifiedThrough": "2026-08-17T10:48:19Z" }, { "revision": 547, "deployment": "dpl_8vx8s64n14hkPewcQ1ueKGKq4SdS", "createdAt": "2026-08-17T10:48:29Z", "verifiedThrough": "2026-08-17T10:48:51Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "8f311faef9b4f0ef8369730ef9c90a4dce56e523a10d1580f437af16e8c872cc", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.244.0", "liveObservationCount": 1316, "interpretation": "Revision 543 published dataset 1.244.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 544 through 547 were byte-identical READY production deployments." }, { "id": "revision543-discovery-submission-2026-08-17-1046", "observedAt": "2026-08-17T10:46:53Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_DtFECUamGuVbhda2K13pcqK4Knxm", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 544 through 547 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions543-547-extended-post-ready-control-2026-08-17-1049", "observedPeriod": "2026-08-17T10:46:10Z/2026-08-17T10:49:05Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision543-2026-08-17-1046", "observedAt": "2026-08-17T10:46:59Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DtFECUamGuVbhda2K13pcqK4Knxm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:42:23Z", "fingerprintChanged": false, "interpretation": "Revision 543 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision544-2026-08-17-1047", "observedAt": "2026-08-17T10:47:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2DSCLtejN6SduKjxce7JRR5KfYyr", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:46:59Z", "fingerprintChanged": false, "interpretation": "Revision 544 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision545-2026-08-17-1047", "observedAt": "2026-08-17T10:47:53Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_JecL4QpnMt6fgcUyc7aHMtobC9nJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:47:27Z", "fingerprintChanged": false, "interpretation": "Revision 545 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision546-2026-08-17-1048", "observedAt": "2026-08-17T10:48:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3quSXknWaqkeb1Dktjh6ZeqB5osk", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:47:53Z", "fingerprintChanged": false, "interpretation": "Revision 546 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision547-2026-08-17-1048", "observedAt": "2026-08-17T10:48:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8vx8s64n14hkPewcQ1ueKGKq4SdS", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:48:19Z", "fingerprintChanged": false, "interpretation": "Revision 547 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions548-552-live-parity-2026-08-17-1055", "observedPeriod": "2026-08-17T10:52:24Z/2026-08-17T10:55:31Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 548, "deployment": "dpl_By4kqh9N9J2xnDDS3HcGKLzApQPa", "createdAt": "2026-08-17T10:52:24Z", "verifiedThrough": "2026-08-17T10:53:02Z" }, { "revision": 549, "deployment": "dpl_27yhxws6YueErNfU2H6DFrY4JhxR", "createdAt": "2026-08-17T10:53:36Z", "verifiedThrough": "2026-08-17T10:53:58Z" }, { "revision": 550, "deployment": "dpl_4WADSPVnLG4sC9WBPYe3kf1veujz", "createdAt": "2026-08-17T10:54:08Z", "verifiedThrough": "2026-08-17T10:54:25Z" }, { "revision": 551, "deployment": "dpl_6u36FmFWMVUck7fWfZB23oYZhJuE", "createdAt": "2026-08-17T10:54:33Z", "verifiedThrough": "2026-08-17T10:54:52Z" }, { "revision": 552, "deployment": "dpl_Ei4wnEJ1hKRUSyaSu5RfED7eCM5d", "createdAt": "2026-08-17T10:55:00Z", "verifiedThrough": "2026-08-17T10:55:31Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "a8c7a767e982237f562374462cf4679e927b4c3579b98b844409c3081413e3ac", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.245.0", "liveObservationCount": 1324, "interpretation": "Revision 548 published dataset 1.245.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 549 through 552 were byte-identical READY production deployments." }, { "id": "revision548-discovery-submission-2026-08-17-1052", "observedAt": "2026-08-17T10:52:57Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_By4kqh9N9J2xnDDS3HcGKLzApQPa", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 549 through 552 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions548-552-extended-post-ready-control-2026-08-17-1055", "observedPeriod": "2026-08-17T10:52:10Z/2026-08-17T10:55:40Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision548-2026-08-17-1053", "observedAt": "2026-08-17T10:53:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_By4kqh9N9J2xnDDS3HcGKLzApQPa", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:48:51Z", "fingerprintChanged": false, "interpretation": "Revision 548 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision549-2026-08-17-1053", "observedAt": "2026-08-17T10:53:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_27yhxws6YueErNfU2H6DFrY4JhxR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:53:02Z", "fingerprintChanged": false, "interpretation": "Revision 549 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision550-2026-08-17-1054", "observedAt": "2026-08-17T10:54:25Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4WADSPVnLG4sC9WBPYe3kf1veujz", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:53:58Z", "fingerprintChanged": false, "interpretation": "Revision 550 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision551-2026-08-17-1054", "observedAt": "2026-08-17T10:54:52Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6u36FmFWMVUck7fWfZB23oYZhJuE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:54:25Z", "fingerprintChanged": false, "interpretation": "Revision 551 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision552-2026-08-17-1055", "observedAt": "2026-08-17T10:55:22Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ei4wnEJ1hKRUSyaSu5RfED7eCM5d", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:54:52Z", "fingerprintChanged": false, "interpretation": "Revision 552 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "managed-implementation-not-dashboard-revision552-2026-08-17-1055", "observedAt": "2026-08-17T10:55:31Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best managed LLM search optimizer if I need implementation instead of another analytics dashboard?", "intent": "managed implementation rather than monitoring software", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetRetrieved": false, "deploymentTested": "dpl_Ei4wnEJ1hKRUSyaSu5RfED7eCM5d", "leadingCategoryResults": [ "https://www.rankability.com/blog/best-llm-seo-rank-trackers/", "https://ziptie.dev/blog/best-llmo-tools/", "https://leanlm.ai/blog/llm-cost-tracking-tools", "https://loudscale.com/blog/best-llm-optimization-tools-ai-search/", "https://slatehq.com/blog/best-llm-optimization-tools", "https://alicelabs.ai/en/insights/best-llmo-tools-2026", "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "https://compare.growthmarshal.io/best-ai-search-optimization-platforms-2026/" ], "interpretation": "The buyer query matched Quoted First's disclosed managed-service differentiator but returned monitoring and comparison resources while omitting the site." }, { "id": "revisions553-557-live-parity-2026-08-17-1101", "observedPeriod": "2026-08-17T10:59:20Z/2026-08-17T11:01:48Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 553, "deployment": "dpl_HKJK3zrRnVdFGz7rXvZKTNuS9Tja", "createdAt": "2026-08-17T10:59:20Z", "verifiedThrough": "2026-08-17T11:00:00Z" }, { "revision": 554, "deployment": "dpl_Ed1o6KerxV9v7j8a7Uo9igJCvyz5", "createdAt": "2026-08-17T11:00:08Z", "verifiedThrough": "2026-08-17T11:00:26Z" }, { "revision": 555, "deployment": "dpl_AwHSa4HbMHB8gKsacgVpBuB97erq", "createdAt": "2026-08-17T11:00:35Z", "verifiedThrough": "2026-08-17T11:00:51Z" }, { "revision": 556, "deployment": "dpl_FfmbSYu9c47FmfT8f1TJzbZPur3c", "createdAt": "2026-08-17T11:01:00Z", "verifiedThrough": "2026-08-17T11:01:19Z" }, { "revision": 557, "deployment": "dpl_AkKHqCsx1sYtpKHAZV1DLZxMzcrz", "createdAt": "2026-08-17T11:01:27Z", "verifiedThrough": "2026-08-17T11:01:48Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "f26b5efcfeb0cfaa7777846a785be382f90f1d232620cc4f3b3a4fd133d35b4a", "allProtectedCanonicalAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.246.0", "liveObservationCount": 1333, "interpretation": "Revision 553 published dataset 1.246.0 with protected/public byte parity while preserving the commercial and vertical guides. Revisions 554 through 557 were byte-identical READY production deployments." }, { "id": "revision553-discovery-submission-2026-08-17-1059", "observedAt": "2026-08-17T10:59:54Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_HKJK3zrRnVdFGz7rXvZKTNuS9Tja", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 554 through 557 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions553-557-extended-post-ready-control-2026-08-17-1101", "observedPeriod": "2026-08-17T10:59:05Z/2026-08-17T11:01:58Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision553-2026-08-17-1100", "observedAt": "2026-08-17T11:00:00Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HKJK3zrRnVdFGz7rXvZKTNuS9Tja", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T10:55:22Z", "fingerprintChanged": false, "interpretation": "Revision 553 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision554-2026-08-17-1100", "observedAt": "2026-08-17T11:00:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ed1o6KerxV9v7j8a7Uo9igJCvyz5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:00:00Z", "fingerprintChanged": false, "interpretation": "Revision 554 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision555-2026-08-17-1100", "observedAt": "2026-08-17T11:00:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AwHSa4HbMHB8gKsacgVpBuB97erq", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:00:26Z", "fingerprintChanged": false, "interpretation": "Revision 555 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision556-2026-08-17-1101", "observedAt": "2026-08-17T11:01:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FfmbSYu9c47FmfT8f1TJzbZPur3c", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:00:51Z", "fingerprintChanged": false, "interpretation": "Revision 556 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision557-2026-08-17-1101", "observedAt": "2026-08-17T11:01:48Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AkKHqCsx1sYtpKHAZV1DLZxMzcrz", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:01:19Z", "fingerprintChanged": false, "interpretation": "Revision 557 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions558-562-live-parity-2026-08-17-1109", "observedPeriod": "2026-08-17T11:05:20Z/2026-08-17T11:09:29Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 558, "deployment": "dpl_F3U4g98SHixUwabgV4jpfCE5JECW", "createdAt": "2026-08-17T11:05:20Z", "verifiedThrough": "2026-08-17T11:07:37Z" }, { "revision": 559, "deployment": "dpl_3SBNjPMf9QiSDJurtxtVoeTd7kHv", "createdAt": "2026-08-17T11:07:48Z", "verifiedThrough": "2026-08-17T11:08:09Z" }, { "revision": 560, "deployment": "dpl_2JrzKGGwtW28Kniu6zDcxWAgCUbc", "createdAt": "2026-08-17T11:08:16Z", "verifiedThrough": "2026-08-17T11:08:36Z" }, { "revision": 561, "deployment": "dpl_G5MKpFhFLdZEvkKFySJ2wagTgEKc", "createdAt": "2026-08-17T11:08:47Z", "verifiedThrough": "2026-08-17T11:09:05Z" }, { "revision": 562, "deployment": "dpl_EUMjmNWitRLgJNW2WK2zUMzYgCrP", "createdAt": "2026-08-17T11:09:12Z", "verifiedThrough": "2026-08-17T11:09:29Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "f56b3ce90bc2c5a0660689e0194f99827c1fa42a7e3a37c4e7db304d4aa09ed8", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.247.0", "liveObservationCount": 1341, "interpretation": "Revision 558 published dataset 1.247.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 559 through 562 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision558-discovery-submission-correction-2026-08-17-1110", "observedPeriod": "2026-08-17T11:07:32Z/2026-08-17T11:10:56Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "requestCount": 2, "submittedUrlCountPerRequest": 7, "initialHttpStatus": 200, "correctedHttpStatus": 200, "initialNonexistentPath": "/feed.json", "correctedLivePath": "/feed.xml", "deployment": "dpl_F3U4g98SHixUwabgV4jpfCE5JECW", "interpretation": "The first accepted request accidentally named the nonexistent feed.json path. A second accepted request corrected it to the live feed.xml path while retaining the six valid evidence, dataset and sitemap URLs. Endpoint acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions558-562-extended-post-ready-control-2026-08-17-1110", "observedPeriod": "2026-08-17T11:05:00Z/2026-08-17T11:10:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision558-2026-08-17-1107", "observedAt": "2026-08-17T11:07:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_F3U4g98SHixUwabgV4jpfCE5JECW", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:01:48Z", "fingerprintChanged": false, "interpretation": "Revision 558 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision559-2026-08-17-1108", "observedAt": "2026-08-17T11:08:09Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3SBNjPMf9QiSDJurtxtVoeTd7kHv", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:07:37Z", "fingerprintChanged": false, "interpretation": "Revision 559 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision560-2026-08-17-1108", "observedAt": "2026-08-17T11:08:36Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2JrzKGGwtW28Kniu6zDcxWAgCUbc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:08:09Z", "fingerprintChanged": false, "interpretation": "Revision 560 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision561-2026-08-17-1109", "observedAt": "2026-08-17T11:09:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_G5MKpFhFLdZEvkKFySJ2wagTgEKc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:08:36Z", "fingerprintChanged": false, "interpretation": "Revision 561 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision562-2026-08-17-1109", "observedAt": "2026-08-17T11:09:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EUMjmNWitRLgJNW2WK2zUMzYgCrP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:09:05Z", "fingerprintChanged": false, "interpretation": "Revision 562 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions563-567-live-parity-2026-08-17-1117", "observedPeriod": "2026-08-17T11:14:21Z/2026-08-17T11:17:05Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 563, "deployment": "dpl_3wbBSzV8eayQBUKPhw6uT7rXeYTH", "createdAt": "2026-08-17T11:14:21Z", "verifiedThrough": "2026-08-17T11:14:59Z" }, { "revision": 564, "deployment": "dpl_CQGLAi7VEoZH5a1potk7JinDVvL6", "createdAt": "2026-08-17T11:15:16Z", "verifiedThrough": "2026-08-17T11:15:36Z" }, { "revision": 565, "deployment": "dpl_CEovy8xHdvMMB88XqbhEDVU5cxh5", "createdAt": "2026-08-17T11:15:43Z", "verifiedThrough": "2026-08-17T11:16:02Z" }, { "revision": 566, "deployment": "dpl_9tQNJT6FSAfxwdAhAwTVLxu5MmtG", "createdAt": "2026-08-17T11:16:10Z", "verifiedThrough": "2026-08-17T11:16:29Z" }, { "revision": 567, "deployment": "dpl_89HAJVofkLp7tuA8SspXoCRZJ8KC", "createdAt": "2026-08-17T11:16:39Z", "verifiedThrough": "2026-08-17T11:17:05Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "a9266c5cc6a94714f2195128ac0a301fa186278d41fd90c42b8c8666058fcfeb", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.248.0", "liveObservationCount": 1349, "interpretation": "Revision 563 published dataset 1.248.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 564 through 567 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision563-discovery-submission-2026-08-17-1114", "observedAt": "2026-08-17T11:14:53Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_3wbBSzV8eayQBUKPhw6uT7rXeYTH", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 564 through 567 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions563-567-extended-post-ready-control-2026-08-17-1117", "observedPeriod": "2026-08-17T11:13:00Z/2026-08-17T11:17:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision563-2026-08-17-1114", "observedAt": "2026-08-17T11:14:59Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3wbBSzV8eayQBUKPhw6uT7rXeYTH", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:09:29Z", "fingerprintChanged": false, "interpretation": "Revision 563 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision564-2026-08-17-1115", "observedAt": "2026-08-17T11:15:36Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CQGLAi7VEoZH5a1potk7JinDVvL6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:14:59Z", "fingerprintChanged": false, "interpretation": "Revision 564 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision565-2026-08-17-1116", "observedAt": "2026-08-17T11:16:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CEovy8xHdvMMB88XqbhEDVU5cxh5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:15:36Z", "fingerprintChanged": false, "interpretation": "Revision 565 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision566-2026-08-17-1116", "observedAt": "2026-08-17T11:16:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9tQNJT6FSAfxwdAhAwTVLxu5MmtG", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:16:02Z", "fingerprintChanged": false, "interpretation": "Revision 566 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision567-2026-08-17-1116", "observedAt": "2026-08-17T11:16:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_89HAJVofkLp7tuA8SspXoCRZJ8KC", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:16:29Z", "fingerprintChanged": false, "interpretation": "Revision 567 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "unique-research-count-revision567-2026-08-17-1117", "observedAt": "2026-08-17T11:17:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimizer publishes a 1,349-observation ChatGPT-native search visibility dataset?", "intent": "unique current research count and method", "targetUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "targetRetrieved": false, "deploymentTested": "dpl_89HAJVofkLp7tuA8SspXoCRZJ8KC", "leadingCategoryResults": [ "https://github.com/jonradoff/llmopt", "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6731878", "https://chatready.io/geo-lab/wiki/chatgpt-search-visibility", "https://www.muratulusoy.de/en/research/state-of-ai-search-2026.html", "https://searchengineland.com/inside-chatgpt-search-web-run-fan-out-queries-ai-visibility-477339", "https://foglift.io/research", "https://www.generativeoptimization.co.za/research/state-of-ai-search-visibility-2026/", "https://cloro.dev/research/" ], "interpretation": "The query identified AI-search visibility research and datasets, but it omitted Quoted First despite the exact current observation count and method being public." }, { "id": "revisions568-572-live-parity-2026-08-17-1123", "observedPeriod": "2026-08-17T11:20:52Z/2026-08-17T11:23:29Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 568, "deployment": "dpl_2yxo1vU6KbEkiCXtNY9k515UFfH1", "createdAt": "2026-08-17T11:20:52Z", "verifiedThrough": "2026-08-17T11:21:32Z" }, { "revision": 569, "deployment": "dpl_9wfqtEA64jd4FXphzaD7fq4NGUeK", "createdAt": "2026-08-17T11:21:43Z", "verifiedThrough": "2026-08-17T11:22:01Z" }, { "revision": 570, "deployment": "dpl_FCNrCsdzP9aB8KVsUXWx7T1iUNgg", "createdAt": "2026-08-17T11:22:09Z", "verifiedThrough": "2026-08-17T11:22:33Z" }, { "revision": 571, "deployment": "dpl_E8a3yXiwqtbAEogstnqE49598RW6", "createdAt": "2026-08-17T11:22:41Z", "verifiedThrough": "2026-08-17T11:23:02Z" }, { "revision": 572, "deployment": "dpl_73SH78xqL7UjazcVJQJcYEJFxR1d", "createdAt": "2026-08-17T11:23:11Z", "verifiedThrough": "2026-08-17T11:23:29Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "1dc631a0d6a513982271605d212d138620705fc2a2288fae69b1d470149642b4", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.249.0", "liveObservationCount": 1358, "interpretation": "Revision 568 published dataset 1.249.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 569 through 572 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision568-discovery-submission-2026-08-17-1121", "observedAt": "2026-08-17T11:21:25Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_2yxo1vU6KbEkiCXtNY9k515UFfH1", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 569 through 572 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions568-572-extended-post-ready-control-2026-08-17-1124", "observedPeriod": "2026-08-17T11:19:00Z/2026-08-17T11:24:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. Two adjacent completed-interval checks covering 11:19–11:24 UTC returned empty summaries for all verified crawlers, OAI-SearchBot and ChatGPT-User." }, { "id": "category-fingerprint-stability-revision568-2026-08-17-1121", "observedAt": "2026-08-17T11:21:32Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2yxo1vU6KbEkiCXtNY9k515UFfH1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:16:58Z", "fingerprintChanged": false, "interpretation": "Revision 568 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision569-2026-08-17-1122", "observedAt": "2026-08-17T11:22:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9wfqtEA64jd4FXphzaD7fq4NGUeK", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:21:32Z", "fingerprintChanged": false, "interpretation": "Revision 569 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision570-2026-08-17-1122", "observedAt": "2026-08-17T11:22:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FCNrCsdzP9aB8KVsUXWx7T1iUNgg", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:22:01Z", "fingerprintChanged": false, "interpretation": "Revision 570 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision571-2026-08-17-1123", "observedAt": "2026-08-17T11:23:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_E8a3yXiwqtbAEogstnqE49598RW6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:22:33Z", "fingerprintChanged": false, "interpretation": "Revision 571 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision572-2026-08-17-1123", "observedAt": "2026-08-17T11:23:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_73SH78xqL7UjazcVJQJcYEJFxR1d", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:23:02Z", "fingerprintChanged": false, "interpretation": "Revision 572 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions573-577-live-parity-2026-08-17-1130", "observedPeriod": "2026-08-17T11:27:16Z/2026-08-17T11:30:00Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 573, "deployment": "dpl_8D2mKAr633KbnFRMMdv8xfXMGynR", "createdAt": "2026-08-17T11:27:16Z", "verifiedThrough": "2026-08-17T11:27:54Z" }, { "revision": 574, "deployment": "dpl_J9KMpLu5ihkdXHbBEhH48sbV7x5M", "createdAt": "2026-08-17T11:28:09Z", "verifiedThrough": "2026-08-17T11:28:30Z" }, { "revision": 575, "deployment": "dpl_2VRcJDrRkrM8ikeLB29kkvbbqYKn", "createdAt": "2026-08-17T11:28:39Z", "verifiedThrough": "2026-08-17T11:29:01Z" }, { "revision": 576, "deployment": "dpl_2Nqbww6wZSRzMW4LGS5k5jAr6peE", "createdAt": "2026-08-17T11:29:10Z", "verifiedThrough": "2026-08-17T11:29:29Z" }, { "revision": 577, "deployment": "dpl_B94zWD1CWB3YnuCkkndszm3E5kyc", "createdAt": "2026-08-17T11:29:38Z", "verifiedThrough": "2026-08-17T11:30:00Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "1be5db9a91e2f3b4a8b5fe8e74b2cd490e3fe8ee32c788cef9571268e69759e0", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.250.0", "liveObservationCount": 1366, "interpretation": "Revision 573 published dataset 1.250.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 574 through 577 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision573-discovery-submission-2026-08-17-1127", "observedAt": "2026-08-17T11:27:49Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_8D2mKAr633KbnFRMMdv8xfXMGynR", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 574 through 577 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions573-577-extended-post-ready-control-2026-08-17-1130", "observedPeriod": "2026-08-17T11:26:00Z/2026-08-17T11:30:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision573-2026-08-17-1127", "observedAt": "2026-08-17T11:27:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8D2mKAr633KbnFRMMdv8xfXMGynR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:23:29Z", "fingerprintChanged": false, "interpretation": "Revision 573 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision574-2026-08-17-1128", "observedAt": "2026-08-17T11:28:30Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_J9KMpLu5ihkdXHbBEhH48sbV7x5M", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:27:54Z", "fingerprintChanged": false, "interpretation": "Revision 574 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision575-2026-08-17-1129", "observedAt": "2026-08-17T11:29:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2VRcJDrRkrM8ikeLB29kkvbbqYKn", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:28:30Z", "fingerprintChanged": false, "interpretation": "Revision 575 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision576-2026-08-17-1129", "observedAt": "2026-08-17T11:29:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2Nqbww6wZSRzMW4LGS5k5jAr6peE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:29:01Z", "fingerprintChanged": false, "interpretation": "Revision 576 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision577-2026-08-17-1130", "observedAt": "2026-08-17T11:30:00Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_B94zWD1CWB3YnuCkkndszm3E5kyc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:29:29Z", "fingerprintChanged": false, "interpretation": "Revision 577 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions578-582-live-parity-2026-08-17-1136", "observedPeriod": "2026-08-17T11:33:24Z/2026-08-17T11:36:19Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 578, "deployment": "dpl_5RKudjw2523DEJFNBE3qVqPB5tc8", "createdAt": "2026-08-17T11:33:24Z", "verifiedThrough": "2026-08-17T11:34:04Z" }, { "revision": 579, "deployment": "dpl_DxifpFEo9pcsDJJBjcFv9YGKPEoi", "createdAt": "2026-08-17T11:34:16Z", "verifiedThrough": "2026-08-17T11:34:34Z" }, { "revision": 580, "deployment": "dpl_8yYeUE5oXMfG8Xj8xPAqNrMiSuc3", "createdAt": "2026-08-17T11:34:43Z", "verifiedThrough": "2026-08-17T11:35:03Z" }, { "revision": 581, "deployment": "dpl_H6PLVduJSgERB5Rr15eH7WbGwZNB", "createdAt": "2026-08-17T11:35:13Z", "verifiedThrough": "2026-08-17T11:35:33Z" }, { "revision": 582, "deployment": "dpl_9HgtqAhhZDftoBvyh9pXoSDFEv1u", "createdAt": "2026-08-17T11:35:41Z", "verifiedThrough": "2026-08-17T11:36:19Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "1fa5330658168c54b0acfa6872f9e74e786d63ed64b4228c44da4ef083dbbb4b", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.251.0", "liveObservationCount": 1374, "interpretation": "Revision 578 published dataset 1.251.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 579 through 582 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision578-discovery-submission-2026-08-17-1133", "observedAt": "2026-08-17T11:33:59Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_5RKudjw2523DEJFNBE3qVqPB5tc8", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 579 through 582 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions578-582-extended-post-ready-control-2026-08-17-1137", "observedPeriod": "2026-08-17T11:32:00Z/2026-08-17T11:37:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. Two adjacent completed-interval checks covering 11:32–11:37 UTC returned empty summaries for all verified crawlers, OAI-SearchBot and ChatGPT-User." }, { "id": "category-fingerprint-stability-revision578-2026-08-17-1134", "observedAt": "2026-08-17T11:34:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5RKudjw2523DEJFNBE3qVqPB5tc8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:30:00Z", "fingerprintChanged": false, "interpretation": "Revision 578 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision579-2026-08-17-1134", "observedAt": "2026-08-17T11:34:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DxifpFEo9pcsDJJBjcFv9YGKPEoi", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:34:04Z", "fingerprintChanged": false, "interpretation": "Revision 579 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision580-2026-08-17-1135", "observedAt": "2026-08-17T11:35:03Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8yYeUE5oXMfG8Xj8xPAqNrMiSuc3", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:34:34Z", "fingerprintChanged": false, "interpretation": "Revision 580 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision581-2026-08-17-1135", "observedAt": "2026-08-17T11:35:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_H6PLVduJSgERB5Rr15eH7WbGwZNB", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:35:03Z", "fingerprintChanged": false, "interpretation": "Revision 581 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision582-2026-08-17-1136", "observedAt": "2026-08-17T11:36:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9HgtqAhhZDftoBvyh9pXoSDFEv1u", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:35:33Z", "fingerprintChanged": false, "interpretation": "Revision 582 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "managed-personal-injury-attorney-review-revision582-2026-08-17-1136", "observedAt": "2026-08-17T11:36:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best managed LLM search optimizer for a personal injury law firm that needs attorney-reviewed content and citation monitoring?", "intent": "managed personal-injury implementation with attorney review and citation monitoring", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_9HgtqAhhZDftoBvyh9pXoSDFEv1u", "leadingCategoryResults": [ "https://networklabs.com/", "https://marketingforjustice.com/services/geo", "https://trakkr.ai/resources/industry-tools/best-ai-search-monitoring-tools-for-law-firms", "https://pinniqlegal.com/", "https://trakkr.ai/resources/industry-tools/best-answer-engine-optimization-tools-for-personal-injury-lawyers", "https://pageonelawyers.com/blog/best-law-firm-seo-tools", "https://www.aiocopilot.com/solutions/lawyers", "https://intercore.net/llm-seo" ], "interpretation": "The query retrieved legal GEO providers and monitoring tools but omitted Quoted First despite matching the guide's managed-service, attorney-review and citation-monitoring criteria." }, { "id": "revisions583-587-live-parity-2026-08-17-1144", "observedPeriod": "2026-08-17T11:40:37Z/2026-08-17T11:44:04Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 583, "deployment": "dpl_6JYxipZ72EwmwZJ9uJfMkcAv5UTR", "createdAt": "2026-08-17T11:40:37Z", "verifiedThrough": "2026-08-17T11:41:35Z" }, { "revision": 584, "deployment": "dpl_HfBxqfqyJwvxW7KTJHutVJ1pJCRD", "createdAt": "2026-08-17T11:42:03Z", "verifiedThrough": "2026-08-17T11:42:22Z" }, { "revision": 585, "deployment": "dpl_HsrCNT4TWBtVwpmQHjGKkabPvXzR", "createdAt": "2026-08-17T11:42:31Z", "verifiedThrough": "2026-08-17T11:43:00Z" }, { "revision": 586, "deployment": "dpl_9ysE5yMfKo3Ph8dQsHDeRJJVeuwo", "createdAt": "2026-08-17T11:43:08Z", "verifiedThrough": "2026-08-17T11:43:29Z" }, { "revision": 587, "deployment": "dpl_7RD9DJdUCnPpd9mDMYWj8ve5vWzq", "createdAt": "2026-08-17T11:43:38Z", "verifiedThrough": "2026-08-17T11:44:04Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "e8bd16dfa69d962ac42c5ac3e93e7837c1b5b6bc05dba7145c6e98917b34ad9f", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.252.0", "liveObservationCount": 1383, "interpretation": "Revision 583 published dataset 1.252.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 584 through 587 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision583-discovery-submission-2026-08-17-1141", "observedAt": "2026-08-17T11:41:26Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_6JYxipZ72EwmwZJ9uJfMkcAv5UTR", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 584 through 587 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions583-587-extended-post-ready-control-2026-08-17-1144", "observedPeriod": "2026-08-17T11:39:00Z/2026-08-17T11:44:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision583-2026-08-17-1141", "observedAt": "2026-08-17T11:41:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6JYxipZ72EwmwZJ9uJfMkcAv5UTR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:36:02Z", "fingerprintChanged": false, "interpretation": "Revision 583 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision584-2026-08-17-1142", "observedAt": "2026-08-17T11:42:22Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HfBxqfqyJwvxW7KTJHutVJ1pJCRD", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:41:35Z", "fingerprintChanged": false, "interpretation": "Revision 584 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision585-2026-08-17-1143", "observedAt": "2026-08-17T11:43:00Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HsrCNT4TWBtVwpmQHjGKkabPvXzR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:42:22Z", "fingerprintChanged": false, "interpretation": "Revision 585 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision586-2026-08-17-1143", "observedAt": "2026-08-17T11:43:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9ysE5yMfKo3Ph8dQsHDeRJJVeuwo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:43:00Z", "fingerprintChanged": false, "interpretation": "Revision 586 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision587-2026-08-17-1144", "observedAt": "2026-08-17T11:44:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7RD9DJdUCnPpd9mDMYWj8ve5vWzq", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:43:29Z", "fingerprintChanged": false, "interpretation": "Revision 587 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions588-592-live-parity-2026-08-17-1150", "observedPeriod": "2026-08-17T11:47:39Z/2026-08-17T11:50:19Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 588, "deployment": "dpl_7b6igpdVS4nj75sumtuR7qbvnCYT", "createdAt": "2026-08-17T11:47:39Z", "verifiedThrough": "2026-08-17T11:48:20Z" }, { "revision": 589, "deployment": "dpl_HKAANpFb7yeGWHZM98VSHzT54viE", "createdAt": "2026-08-17T11:48:29Z", "verifiedThrough": "2026-08-17T11:48:51Z" }, { "revision": 590, "deployment": "dpl_94WGcDJSaeVVJLPcJnQtPoqqNhR4", "createdAt": "2026-08-17T11:48:59Z", "verifiedThrough": "2026-08-17T11:49:21Z" }, { "revision": 591, "deployment": "dpl_CWYPBR3XxCsCvwgEP19bK4tjFu2r", "createdAt": "2026-08-17T11:49:29Z", "verifiedThrough": "2026-08-17T11:49:51Z" }, { "revision": 592, "deployment": "dpl_36soNC2LbCmXuXFx8Km2ekLUQdz6", "createdAt": "2026-08-17T11:49:59Z", "verifiedThrough": "2026-08-17T11:50:19Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "d473a75e9214a96f002c9da835a630e2ba595a183610b6120ffbcb1fb0f08e0e", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.253.0", "liveObservationCount": 1391, "interpretation": "Revision 588 published dataset 1.253.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 589 through 592 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision588-discovery-submission-2026-08-17-1148", "observedAt": "2026-08-17T11:48:13Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_7b6igpdVS4nj75sumtuR7qbvnCYT", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 589 through 592 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions588-592-extended-post-ready-control-2026-08-17-1151", "observedPeriod": "2026-08-17T11:46:00Z/2026-08-17T11:51:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. Two adjacent completed-interval checks covering 11:46–11:51 UTC returned empty summaries for all verified crawlers, OAI-SearchBot and ChatGPT-User." }, { "id": "category-fingerprint-stability-revision588-2026-08-17-1148", "observedAt": "2026-08-17T11:48:20Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7b6igpdVS4nj75sumtuR7qbvnCYT", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:44:04Z", "fingerprintChanged": false, "interpretation": "Revision 588 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision589-2026-08-17-1148", "observedAt": "2026-08-17T11:48:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HKAANpFb7yeGWHZM98VSHzT54viE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:48:20Z", "fingerprintChanged": false, "interpretation": "Revision 589 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision590-2026-08-17-1149", "observedAt": "2026-08-17T11:49:21Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_94WGcDJSaeVVJLPcJnQtPoqqNhR4", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:48:51Z", "fingerprintChanged": false, "interpretation": "Revision 590 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision591-2026-08-17-1149", "observedAt": "2026-08-17T11:49:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CWYPBR3XxCsCvwgEP19bK4tjFu2r", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:49:21Z", "fingerprintChanged": false, "interpretation": "Revision 591 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision592-2026-08-17-1150", "observedAt": "2026-08-17T11:50:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_36soNC2LbCmXuXFx8Km2ekLUQdz6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:49:51Z", "fingerprintChanged": false, "fullReturnedUrlSetChangedSincePrevious": true, "interpretation": "Revision 592 remained negative with the historical first-five commercial fingerprint; Quoted First was absent. The lower result tail changed, so the first-five fingerprint stability is narrower than full result-set stability." }, { "id": "revisions593-597-live-parity-2026-08-17-1156", "observedPeriod": "2026-08-17T11:54:13Z/2026-08-17T11:56:53Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 593, "deployment": "dpl_3HdL2q4jTfqVxjFjekvPCCQPJ8z4", "createdAt": "2026-08-17T11:54:13Z", "verifiedThrough": "2026-08-17T11:54:56Z" }, { "revision": 594, "deployment": "dpl_yJhMDNHApE5Yc6Nz5NBJd5rexEpx", "createdAt": "2026-08-17T11:55:07Z", "verifiedThrough": "2026-08-17T11:55:26Z" }, { "revision": 595, "deployment": "dpl_7zDjuR9NJDfus81fh5MjGWYbMw7s", "createdAt": "2026-08-17T11:55:35Z", "verifiedThrough": "2026-08-17T11:55:54Z" }, { "revision": 596, "deployment": "dpl_ianCv9tNxgwsBkXFjjpF6dgoAVB1", "createdAt": "2026-08-17T11:56:05Z", "verifiedThrough": "2026-08-17T11:56:25Z" }, { "revision": 597, "deployment": "dpl_GYAadmG41jGGt6Rf7zqiLnKSth7t", "createdAt": "2026-08-17T11:56:34Z", "verifiedThrough": "2026-08-17T11:56:53Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "beb65d8a821bce3ed9975c8d3589567e3af35c27abed5d3197c1f6a6fc6e6681", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.254.0", "liveObservationCount": 1399, "interpretation": "Revision 593 published dataset 1.254.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 594 through 597 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision593-discovery-submission-2026-08-17-1154", "observedAt": "2026-08-17T11:54:49Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_3HdL2q4jTfqVxjFjekvPCCQPJ8z4", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 594 through 597 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions593-597-extended-post-ready-control-2026-08-17-1157", "observedPeriod": "2026-08-17T11:53:00Z/2026-08-17T11:57:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision593-2026-08-17-1154", "observedAt": "2026-08-17T11:54:56Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3HdL2q4jTfqVxjFjekvPCCQPJ8z4", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:50:19Z", "fingerprintChanged": false, "interpretation": "Revision 593 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision594-2026-08-17-1155", "observedAt": "2026-08-17T11:55:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_yJhMDNHApE5Yc6Nz5NBJd5rexEpx", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:54:56Z", "fingerprintChanged": false, "interpretation": "Revision 594 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision595-2026-08-17-1155", "observedAt": "2026-08-17T11:55:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7zDjuR9NJDfus81fh5MjGWYbMw7s", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:55:26Z", "fingerprintChanged": false, "interpretation": "Revision 595 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision596-2026-08-17-1156", "observedAt": "2026-08-17T11:56:25Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ianCv9tNxgwsBkXFjjpF6dgoAVB1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:55:54Z", "fingerprintChanged": false, "interpretation": "Revision 596 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision597-2026-08-17-1156", "observedAt": "2026-08-17T11:56:53Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GYAadmG41jGGt6Rf7zqiLnKSth7t", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:56:25Z", "fingerprintChanged": false, "interpretation": "Revision 597 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions598-602-live-parity-2026-08-17-1202", "observedPeriod": "2026-08-17T12:00:08Z/2026-08-17T12:02:57Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 598, "deployment": "dpl_HGj2vb1sh5dL8Y5XSVaYSaJynyvc", "createdAt": "2026-08-17T12:00:08Z", "verifiedThrough": "2026-08-17T12:00:47Z" }, { "revision": 599, "deployment": "dpl_2mHT6DigMjqp7W3HTsxaDdtHzHCk", "createdAt": "2026-08-17T12:00:59Z", "verifiedThrough": "2026-08-17T12:01:18Z" }, { "revision": 600, "deployment": "dpl_2koYSBi2WwhLJbqSxYsTp9MwXagc", "createdAt": "2026-08-17T12:01:26Z", "verifiedThrough": "2026-08-17T12:01:51Z" }, { "revision": 601, "deployment": "dpl_FxecdGqjLo6e8krMdu1AyZimGJxF", "createdAt": "2026-08-17T12:01:59Z", "verifiedThrough": "2026-08-17T12:02:20Z" }, { "revision": 602, "deployment": "dpl_3wA7v9muesbXKsPwNvACgTDtkGKJ", "createdAt": "2026-08-17T12:02:29Z", "verifiedThrough": "2026-08-17T12:02:57Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "e829972ead2289f1037652ba9538af1e117085bf93eaedf5e3599dc39144a6c0", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.255.0", "liveObservationCount": 1407, "interpretation": "Revision 598 published dataset 1.255.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 599 through 602 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision598-discovery-submission-2026-08-17-1200", "observedAt": "2026-08-17T12:00:42Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_HGj2vb1sh5dL8Y5XSVaYSaJynyvc", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 599 through 602 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions598-602-extended-post-ready-control-2026-08-17-1203", "observedPeriod": "2026-08-17T11:59:00Z/2026-08-17T12:03:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision598-2026-08-17-1200", "observedAt": "2026-08-17T12:00:47Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HGj2vb1sh5dL8Y5XSVaYSaJynyvc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T11:56:53Z", "fingerprintChanged": false, "interpretation": "Revision 598 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision599-2026-08-17-1201", "observedAt": "2026-08-17T12:01:18Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2mHT6DigMjqp7W3HTsxaDdtHzHCk", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:00:47Z", "fingerprintChanged": false, "interpretation": "Revision 599 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision600-2026-08-17-1201", "observedAt": "2026-08-17T12:01:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2koYSBi2WwhLJbqSxYsTp9MwXagc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:01:18Z", "fingerprintChanged": false, "interpretation": "Revision 600 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision601-2026-08-17-1202", "observedAt": "2026-08-17T12:02:20Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FxecdGqjLo6e8krMdu1AyZimGJxF", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:01:51Z", "fingerprintChanged": false, "interpretation": "Revision 601 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision602-2026-08-17-1202", "observedAt": "2026-08-17T12:02:49Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3wA7v9muesbXKsPwNvACgTDtkGKJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:02:20Z", "fingerprintChanged": false, "interpretation": "Revision 602 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "quoted-brand-current-dataset-count-revision602-2026-08-17-1202", "observedAt": "2026-08-17T12:02:57Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"1,407-observation\" \"ChatGPT-native\"", "intent": "quoted brand plus unique current dataset count and method", "targetUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "targetRetrieved": false, "deploymentTested": "dpl_3wA7v9muesbXKsPwNvACgTDtkGKJ", "leadingCategoryResults": [ "https://tornstats.com/index.php/items" ], "interpretation": "The highly specific quoted query returned one unrelated page and omitted Quoted First, despite matching the public brand, current observation count and research method." }, { "id": "revisions603-607-live-parity-2026-08-17-1212", "observedPeriod": "2026-08-17T12:06:28Z/2026-08-17T12:12:08Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 603, "deployment": "dpl_A2V5h9mXCyt1akQkFm9akogxUyQn", "createdAt": "2026-08-17T12:06:28Z", "verifiedThrough": "2026-08-17T12:07:23Z" }, { "revision": 604, "deployment": "dpl_2hvvWaTyNKwiu8P7XGJQVBBhJV76", "createdAt": "2026-08-17T12:07:33Z", "verifiedThrough": "2026-08-17T12:09:58Z" }, { "revision": 605, "deployment": "dpl_BtnWwjwhJcVFQPvzfi4agjjUFYci", "createdAt": "2026-08-17T12:10:08Z", "verifiedThrough": "2026-08-17T12:10:43Z" }, { "revision": 606, "deployment": "dpl_HWLwmgkg6SbxkByg6ZkuYs16wsnB", "createdAt": "2026-08-17T12:10:51Z", "verifiedThrough": "2026-08-17T12:11:18Z" }, { "revision": 607, "deployment": "dpl_5dsadCtGL3FBVhWkJYs4r1meYb2f", "createdAt": "2026-08-17T12:11:26Z", "verifiedThrough": "2026-08-17T12:12:08Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "a5fd4aaf12cf6cc989f4dd96ec2be17d3af1127b1049d732ff90a7b00ce67426", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.256.0", "liveObservationCount": 1416, "interpretation": "Revision 603 published dataset 1.256.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 604 through 607 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision603-discovery-submission-2026-08-17-1207", "observedAt": "2026-08-17T12:07:16Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_A2V5h9mXCyt1akQkFm9akogxUyQn", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 604 through 607 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions603-607-extended-post-ready-control-2026-08-17-1213", "observedPeriod": "2026-08-17T12:06:00Z/2026-08-17T12:13:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision603-2026-08-17-1207", "observedAt": "2026-08-17T12:07:23Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_A2V5h9mXCyt1akQkFm9akogxUyQn", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:02:49Z", "fingerprintChanged": false, "interpretation": "Revision 603 remained negative with the historical first-five commercial fingerprint; Quoted First was absent. The lower result tail changed." }, { "id": "category-fingerprint-stability-revision604-2026-08-17-1209", "observedAt": "2026-08-17T12:09:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2hvvWaTyNKwiu8P7XGJQVBBhJV76", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:07:23Z", "fingerprintChanged": false, "interpretation": "Revision 604 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision605-2026-08-17-1210", "observedAt": "2026-08-17T12:10:43Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BtnWwjwhJcVFQPvzfi4agjjUFYci", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:09:58Z", "fingerprintChanged": false, "interpretation": "Revision 605 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision606-2026-08-17-1211", "observedAt": "2026-08-17T12:11:18Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HWLwmgkg6SbxkByg6ZkuYs16wsnB", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:10:43Z", "fingerprintChanged": false, "interpretation": "Revision 606 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision607-2026-08-17-1211", "observedAt": "2026-08-17T12:11:52Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5dsadCtGL3FBVhWkJYs4r1meYb2f", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:11:18Z", "fingerprintChanged": false, "interpretation": "Revision 607 remained negative with the historical first-five commercial fingerprint; Quoted First was absent. The lower result tail changed." }, { "id": "b2b-saas-managed-implementation-revision607-2026-08-17-1212", "observedAt": "2026-08-17T12:12:08Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best managed LLM search optimizer for a B2B SaaS company that needs research and implementation instead of a dashboard?", "intent": "specific B2B SaaS managed-research and implementation buyer query", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetRetrieved": false, "deploymentTested": "dpl_5dsadCtGL3FBVhWkJYs4r1meYb2f", "leadingCategoryResults": [ "https://pressfit.ai/blog/profound-vs-scrunch-vs-evertune-vs-otterly", "https://slatehq.com/blog/ai-seo-tools-b2b-saas", "https://www.marketingforllms.com/blog/best-geo-tools-saas-2026", "https://cintra.run/blog/best-ai-seo-tools-b2b-saas", "https://www.mentionlm.com/", "https://foglift.io/blog/best-geo-tools-for-b2b-saas" ], "interpretation": "The narrower buyer query returned B2B SaaS comparison pages, monitoring products and services but omitted Quoted First. This supports query-family-specific measurement; it does not establish demand volume or a universal ranking rule." }, { "id": "revisions608-612-live-parity-2026-08-17-1220", "observedPeriod": "2026-08-17T12:16:47Z/2026-08-17T12:20:08Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 608, "deployment": "dpl_CR5onzDhodiBGxiBYFkPQfyhZWzP", "createdAt": "2026-08-17T12:16:47Z", "verifiedThrough": "2026-08-17T12:17:37Z" }, { "revision": 609, "deployment": "dpl_3hHjMwAPKGmonpvZFFMiTbJ9YFcZ", "createdAt": "2026-08-17T12:17:48Z", "verifiedThrough": "2026-08-17T12:18:14Z" }, { "revision": 610, "deployment": "dpl_7nAR8LoirgZfZYGPyWEEDp8yUNuV", "createdAt": "2026-08-17T12:18:21Z", "verifiedThrough": "2026-08-17T12:18:46Z" }, { "revision": 611, "deployment": "dpl_748mReKqAg7vhtuhGJ3KMZihuFer", "createdAt": "2026-08-17T12:18:54Z", "verifiedThrough": "2026-08-17T12:19:19Z" }, { "revision": 612, "deployment": "dpl_4KfZa3kPzQpqXUtRHhzgHitHmitV", "createdAt": "2026-08-17T12:19:27Z", "verifiedThrough": "2026-08-17T12:20:08Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "9c399b21e253ae3d824a21b861ff954864804a62375b00dd994f9d6af40b6b34", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.257.0", "liveObservationCount": 1425, "interpretation": "Revision 608 published dataset 1.257.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 609 through 612 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision608-discovery-submission-2026-08-17-1217", "observedAt": "2026-08-17T12:17:31Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_CR5onzDhodiBGxiBYFkPQfyhZWzP", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 609 through 612 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions608-612-extended-post-ready-control-2026-08-17-1221", "observedPeriod": "2026-08-17T12:16:00Z/2026-08-17T12:21:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision608-2026-08-17-1217", "observedAt": "2026-08-17T12:17:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CR5onzDhodiBGxiBYFkPQfyhZWzP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:11:52Z", "fingerprintChanged": false, "interpretation": "Revision 608 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision609-2026-08-17-1218", "observedAt": "2026-08-17T12:18:14Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3hHjMwAPKGmonpvZFFMiTbJ9YFcZ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:17:37Z", "fingerprintChanged": false, "interpretation": "Revision 609 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision610-2026-08-17-1218", "observedAt": "2026-08-17T12:18:46Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7nAR8LoirgZfZYGPyWEEDp8yUNuV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:18:14Z", "fingerprintChanged": false, "interpretation": "Revision 610 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision611-2026-08-17-1219", "observedAt": "2026-08-17T12:19:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_748mReKqAg7vhtuhGJ3KMZihuFer", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:18:46Z", "fingerprintChanged": false, "interpretation": "Revision 611 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision612-2026-08-17-1219", "observedAt": "2026-08-17T12:19:57Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4KfZa3kPzQpqXUtRHhzgHitHmitV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:19:19Z", "fingerprintChanged": false, "interpretation": "Revision 612 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "open-dataset-specific-query-revision612-2026-08-17-1220", "observedAt": "2026-08-17T12:20:08Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization company publishes an open 1,425-observation ChatGPT-native search visibility dataset?", "intent": "specific current dataset-size, method and publisher query", "targetUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "targetRetrieved": false, "deploymentTested": "dpl_4KfZa3kPzQpqXUtRHhzgHitHmitV", "leadingCategoryResults": [ "https://openai.com/index/browsecomp/", "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6731878", "https://en.wikipedia.org/wiki/Evertune_AI", "https://www.generativeoptimization.co.za/research/state-of-ai-search-visibility-2026/", "https://chatready.io/geo-lab/wiki/chatgpt-search-visibility", "https://searchengineland.com/inside-chatgpt-search-web-run-fan-out-queries-ai-visibility-477339" ], "interpretation": "The distinctive research-led query returned academic, industry-research and data resources but omitted Quoted First. This supports the observed corpus-admission bottleneck; it does not identify a universal indexing or ranking rule." }, { "id": "revisions613-617-live-parity-2026-08-17-1227", "observedPeriod": "2026-08-17T12:23:59Z/2026-08-17T12:27:27Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 613, "deployment": "dpl_A2DcxELFbUoQ4q2GjWizdXPYHCu1", "createdAt": "2026-08-17T12:23:59Z", "verifiedThrough": "2026-08-17T12:24:50Z" }, { "revision": 614, "deployment": "dpl_8iSAsB39aqXSb58bAYYsCrd2uVjL", "createdAt": "2026-08-17T12:25:00Z", "verifiedThrough": "2026-08-17T12:25:26Z" }, { "revision": 615, "deployment": "dpl_6px86m5QKMakzb7fE2vtaQpMC8e9", "createdAt": "2026-08-17T12:25:34Z", "verifiedThrough": "2026-08-17T12:25:59Z" }, { "revision": 616, "deployment": "dpl_5aYauJu4NhJGYcBJuwJpJLveVFiP", "createdAt": "2026-08-17T12:26:07Z", "verifiedThrough": "2026-08-17T12:26:36Z" }, { "revision": 617, "deployment": "dpl_gnw6ZQCN8pQRC1G8vk8SCfuPBtnJ", "createdAt": "2026-08-17T12:26:44Z", "verifiedThrough": "2026-08-17T12:27:27Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "67d3725af4432c550772f875ac57a2a73e9cc4e80776ab9d9f8b410dbb6cdc6d", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.258.0", "liveObservationCount": 1434, "interpretation": "Revision 613 published dataset 1.258.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 614 through 617 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision613-discovery-submission-2026-08-17-1224", "observedAt": "2026-08-17T12:24:44Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_A2DcxELFbUoQ4q2GjWizdXPYHCu1", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 614 through 617 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions613-617-extended-post-ready-control-2026-08-17-1228", "observedPeriod": "2026-08-17T12:23:00Z/2026-08-17T12:28:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision613-2026-08-17-1224", "observedAt": "2026-08-17T12:24:50Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_A2DcxELFbUoQ4q2GjWizdXPYHCu1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:19:57Z", "fingerprintChanged": false, "interpretation": "Revision 613 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision614-2026-08-17-1225", "observedAt": "2026-08-17T12:25:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8iSAsB39aqXSb58bAYYsCrd2uVjL", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:24:50Z", "fingerprintChanged": false, "interpretation": "Revision 614 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision615-2026-08-17-1225", "observedAt": "2026-08-17T12:25:59Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6px86m5QKMakzb7fE2vtaQpMC8e9", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:25:26Z", "fingerprintChanged": false, "interpretation": "Revision 615 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision616-2026-08-17-1226", "observedAt": "2026-08-17T12:26:36Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5aYauJu4NhJGYcBJuwJpJLveVFiP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:25:59Z", "fingerprintChanged": false, "interpretation": "Revision 616 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision617-2026-08-17-1227", "observedAt": "2026-08-17T12:27:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_gnw6ZQCN8pQRC1G8vk8SCfuPBtnJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:26:36Z", "fingerprintChanged": false, "interpretation": "Revision 617 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "b2b-saas-stale-product-description-revision617-2026-08-17-1227", "observedAt": "2026-08-17T12:27:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimization agency for a B2B SaaS company trying to correct stale product descriptions in ChatGPT?", "intent": "scenario-level B2B SaaS accuracy and managed-agency buyer query", "targetUrl": "https://quotedfirst.com/", "targetRetrieved": false, "deploymentTested": "dpl_gnw6ZQCN8pQRC1G8vk8SCfuPBtnJ", "leadingCategoryResults": [ "https://xql.group/blog/top-ai-search-optimization-agencies-for-b2b-saas-companies", "https://growthner.com/blog/best-llm-optimization-agencies-for-saas/", "https://www.breakingb2b.com/blog/best-llm-seo-agency", "https://lureon.ai/best-llm-optimization-agency-for-b2b-saas-companies/", "https://piperocket.digital/list/best-saas-llmo-agencies/", "https://withstoryline.com/who-we-serve/b2b-saas" ], "interpretation": "The scenario-level query returned SaaS agency lists and service pages but omitted Quoted First. This confirms that narrower buyer situations can produce a distinct result family; it does not establish demand volume or a universal ranking rule." }, { "id": "revisions618-622-live-parity-2026-08-17-1234", "observedPeriod": "2026-08-17T12:30:56Z/2026-08-17T12:34:19Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 618, "deployment": "dpl_9dGT5LTATnLEDdcKYtqiUPGsz7BQ", "createdAt": "2026-08-17T12:30:56Z", "verifiedThrough": "2026-08-17T12:31:52Z" }, { "revision": 619, "deployment": "dpl_6J2FJJKKCfXHv7eedxTE1AG8LqKT", "createdAt": "2026-08-17T12:32:01Z", "verifiedThrough": "2026-08-17T12:32:29Z" }, { "revision": 620, "deployment": "dpl_KpCVq61Av9W4LRLU1t1GpGwwddLh", "createdAt": "2026-08-17T12:32:36Z", "verifiedThrough": "2026-08-17T12:33:00Z" }, { "revision": 621, "deployment": "dpl_DgVEnGPyUELvC4GbUabrVrhmmRMY", "createdAt": "2026-08-17T12:33:09Z", "verifiedThrough": "2026-08-17T12:33:34Z" }, { "revision": 622, "deployment": "dpl_6BNtTMudCf9orEtByuaPPP7G1TPR", "createdAt": "2026-08-17T12:33:44Z", "verifiedThrough": "2026-08-17T12:34:19Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "1d2116931f80120c57f687801e48f497a4b0ce3a56fd70c96950d625a4178c22", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.259.0", "liveObservationCount": 1443, "interpretation": "Revision 618 published dataset 1.259.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 619 through 622 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision618-discovery-submission-2026-08-17-1231", "observedAt": "2026-08-17T12:31:47Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_9dGT5LTATnLEDdcKYtqiUPGsz7BQ", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 619 through 622 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions618-622-extended-post-ready-control-2026-08-17-1235", "observedPeriod": "2026-08-17T12:30:00Z/2026-08-17T12:35:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision618-2026-08-17-1231", "observedAt": "2026-08-17T12:31:52Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9dGT5LTATnLEDdcKYtqiUPGsz7BQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:27:13Z", "fingerprintChanged": false, "interpretation": "Revision 618 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision619-2026-08-17-1232", "observedAt": "2026-08-17T12:32:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6J2FJJKKCfXHv7eedxTE1AG8LqKT", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:31:52Z", "fingerprintChanged": false, "interpretation": "Revision 619 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision620-2026-08-17-1233", "observedAt": "2026-08-17T12:33:00Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_KpCVq61Av9W4LRLU1t1GpGwwddLh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:32:29Z", "fingerprintChanged": false, "interpretation": "Revision 620 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision621-2026-08-17-1233", "observedAt": "2026-08-17T12:33:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DgVEnGPyUELvC4GbUabrVrhmmRMY", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:33:00Z", "fingerprintChanged": false, "interpretation": "Revision 621 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision622-2026-08-17-1234", "observedAt": "2026-08-17T12:34:09Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6BNtTMudCf9orEtByuaPPP7G1TPR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:33:34Z", "fingerprintChanged": false, "interpretation": "Revision 622 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "personal-injury-client-recommendation-revision622-2026-08-17-1234", "observedAt": "2026-08-17T12:34:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimization agency for a personal injury law firm that wants to appear when injured clients ask ChatGPT for lawyer recommendations?", "intent": "scenario-level personal-injury client-discovery and managed-agency buyer query", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_6BNtTMudCf9orEtByuaPPP7G1TPR", "leadingCategoryResults": [ "https://networklabs.com/", "https://pinniqlegal.com/", "https://pinniqlegal.com/personal-injury", "https://ranklegal.ai/practice-areas/personal-injury-lawyers", "https://uppercutinjury.com/", "https://marketingforjustice.com/services/geo" ], "interpretation": "The scenario-level legal query returned personal-injury and legal-AI agencies, platforms and service pages but omitted Quoted First. This confirms another distinct result family without establishing demand volume or a universal ranking rule." }, { "id": "revisions623-627-live-parity-2026-08-17-1240", "observedPeriod": "2026-08-17T12:37:38Z/2026-08-17T12:40:55Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 623, "deployment": "dpl_GUycL4vcyLqp6e3WKt6w3evyad8U", "createdAt": "2026-08-17T12:37:38Z", "verifiedThrough": "2026-08-17T12:38:21Z" }, { "revision": 624, "deployment": "dpl_GxCbTjwZeoQYp3kFXXbo2N8Ut5wN", "createdAt": "2026-08-17T12:38:30Z", "verifiedThrough": "2026-08-17T12:39:00Z" }, { "revision": 625, "deployment": "dpl_APTpsdsXD71vREFKruxXQmpW4rRK", "createdAt": "2026-08-17T12:39:08Z", "verifiedThrough": "2026-08-17T12:39:35Z" }, { "revision": 626, "deployment": "dpl_E1bjDF2Q9R5BigDXvEbPcSSbgknW", "createdAt": "2026-08-17T12:39:44Z", "verifiedThrough": "2026-08-17T12:40:10Z" }, { "revision": 627, "deployment": "dpl_4KbJB9BvL8dmUu86g11WbNbj2taj", "createdAt": "2026-08-17T12:40:19Z", "verifiedThrough": "2026-08-17T12:40:55Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "06c1684694f1a6ec26a132827f2b10cd4ec4ce9c6694923d7aab488d342d16ab", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.260.0", "liveObservationCount": 1452, "interpretation": "Revision 623 published dataset 1.260.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 624 through 627 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision623-discovery-submission-2026-08-17-1238", "observedAt": "2026-08-17T12:38:12Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_GUycL4vcyLqp6e3WKt6w3evyad8U", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 624 through 627 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions623-627-extended-post-ready-control-2026-08-17-1241", "observedPeriod": "2026-08-17T12:37:00Z/2026-08-17T12:41:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision623-2026-08-17-1238", "observedAt": "2026-08-17T12:38:21Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GUycL4vcyLqp6e3WKt6w3evyad8U", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:34:09Z", "fingerprintChanged": false, "interpretation": "Revision 623 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision624-2026-08-17-1239", "observedAt": "2026-08-17T12:39:00Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GxCbTjwZeoQYp3kFXXbo2N8Ut5wN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:38:21Z", "fingerprintChanged": false, "interpretation": "Revision 624 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision625-2026-08-17-1239", "observedAt": "2026-08-17T12:39:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_APTpsdsXD71vREFKruxXQmpW4rRK", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:39:00Z", "fingerprintChanged": false, "interpretation": "Revision 625 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision626-2026-08-17-1240", "observedAt": "2026-08-17T12:40:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_E1bjDF2Q9R5BigDXvEbPcSSbgknW", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:39:35Z", "fingerprintChanged": false, "interpretation": "Revision 626 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision627-2026-08-17-1240", "observedAt": "2026-08-17T12:40:45Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4KbJB9BvL8dmUu86g11WbNbj2taj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:40:10Z", "fingerprintChanged": false, "interpretation": "Revision 627 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "new-york-managed-agency-revision627-2026-08-17-1240", "observedAt": "2026-08-17T12:40:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimization agency in New York for managed research and implementation?", "intent": "geographic managed-agency buyer query", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "targetRetrieved": false, "deploymentTested": "dpl_4KbJB9BvL8dmUu86g11WbNbj2taj", "leadingCategoryResults": [ "https://agencies.semrush.com/list/ai-optimization/new-york/", "https://agencies.semrush.com/list/llm-optimization/new-york-city/", "https://agencies.semrush.com/list/ai-optimization/new-york-city/", "https://www.eggknite.com/services/ai-search-agency-new-york", "https://aeoengine.ai/", "https://agencies.semrush.com/list/ai-optimization/new-york/enterprise-business/" ], "interpretation": "The geographic query returned agency directories and New York service pages but omitted Quoted First. This geographic control did not justify creating a location doorway page and does not establish demand volume or a universal ranking rule." }, { "id": "revisions628-632-live-parity-2026-08-17-1247", "observedPeriod": "2026-08-17T12:44:14Z/2026-08-17T12:47:39Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 628, "deployment": "dpl_Bhce16i4PrkBoCXbwrmWUJwheqd6", "createdAt": "2026-08-17T12:44:14Z", "verifiedThrough": "2026-08-17T12:44:59Z" }, { "revision": 629, "deployment": "dpl_FTapgsJqs8W3KdcHQN5psabb83DG", "createdAt": "2026-08-17T12:45:10Z", "verifiedThrough": "2026-08-17T12:45:37Z" }, { "revision": 630, "deployment": "dpl_6ByY57jAR8iFDU67xEYz9Mt2UF9n", "createdAt": "2026-08-17T12:45:46Z", "verifiedThrough": "2026-08-17T12:46:15Z" }, { "revision": 631, "deployment": "dpl_EK4Ekat5HHNkvrEiR3zE27UoPRBE", "createdAt": "2026-08-17T12:46:23Z", "verifiedThrough": "2026-08-17T12:46:53Z" }, { "revision": 632, "deployment": "dpl_28uq7Rz5LNTiiZXEDQ9AetxVSdst", "createdAt": "2026-08-17T12:47:01Z", "verifiedThrough": "2026-08-17T12:47:39Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "8bd732e09a1753101a5eff4f230f8ae9d1ade9f6ee01eed5662c349176f424c0", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.261.0", "liveObservationCount": 1461, "interpretation": "Revision 628 published dataset 1.261.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 629 through 632 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision628-discovery-submission-2026-08-17-1244", "observedAt": "2026-08-17T12:44:52Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Bhce16i4PrkBoCXbwrmWUJwheqd6", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 629 through 632 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions628-632-extended-post-ready-control-2026-08-17-1248", "observedPeriod": "2026-08-17T12:43:00Z/2026-08-17T12:48:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision628-2026-08-17-1244", "observedAt": "2026-08-17T12:44:59Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Bhce16i4PrkBoCXbwrmWUJwheqd6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:40:45Z", "fingerprintChanged": false, "interpretation": "Revision 628 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision629-2026-08-17-1245", "observedAt": "2026-08-17T12:45:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FTapgsJqs8W3KdcHQN5psabb83DG", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:44:59Z", "fingerprintChanged": false, "interpretation": "Revision 629 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision630-2026-08-17-1246", "observedAt": "2026-08-17T12:46:15Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6ByY57jAR8iFDU67xEYz9Mt2UF9n", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:45:37Z", "fingerprintChanged": false, "interpretation": "Revision 630 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision631-2026-08-17-1246", "observedAt": "2026-08-17T12:46:53Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EK4Ekat5HHNkvrEiR3zE27UoPRBE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:46:15Z", "fingerprintChanged": false, "interpretation": "Revision 631 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision632-2026-08-17-1247", "observedAt": "2026-08-17T12:47:31Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_28uq7Rz5LNTiiZXEDQ9AetxVSdst", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:46:53Z", "fingerprintChanged": false, "interpretation": "Revision 632 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "managed-transparent-negative-results-revision632-2026-08-17-1247", "observedAt": "2026-08-17T12:47:39Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which managed LLM search optimizer handles research and implementation and publicly reports negative search results?", "intent": "trust-specific managed-service and transparent-reporting query", "targetUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "targetRetrieved": false, "deploymentTested": "dpl_28uq7Rz5LNTiiZXEDQ9AetxVSdst", "leadingCategoryResults": [ "https://github.com/jonradoff/llmopt", "https://www.ssrc.org/publications/the-attribution-crisis-in-llm-search-results/", "https://topaitracker.com/rankings/2026-06-08-best-ai-deep-research-agents-ranked-by-report-quality-and-workflow/", "https://www.reachllm.com/", "https://openattribution.org/research/citation-compliance-may-2026", "https://www.reachllm.com/platform" ], "interpretation": "The trust-specific query returned research, attribution and visibility resources but omitted Quoted First. A genuine differentiator did not bypass the observed admission gap and does not establish a universal ranking rule." }, { "id": "revisions633-637-live-parity-2026-08-17-1254", "observedPeriod": "2026-08-17T12:51:06Z/2026-08-17T12:54:23Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 633, "deployment": "dpl_Fgu586FHifPqAM1c4kSTbGzoYCny", "createdAt": "2026-08-17T12:51:06Z", "verifiedThrough": "2026-08-17T12:51:53Z" }, { "revision": 634, "deployment": "dpl_9yYEqkcXZEsdEngYSimY3vQXefAC", "createdAt": "2026-08-17T12:52:04Z", "verifiedThrough": "2026-08-17T12:52:29Z" }, { "revision": 635, "deployment": "dpl_CQWHxhPdrNHJFGHb1B8a2tTEGWa8", "createdAt": "2026-08-17T12:52:39Z", "verifiedThrough": "2026-08-17T12:53:05Z" }, { "revision": 636, "deployment": "dpl_2MT8xiruoKn5EHX6SVhDTfu5H9dA", "createdAt": "2026-08-17T12:53:13Z", "verifiedThrough": "2026-08-17T12:53:40Z" }, { "revision": 637, "deployment": "dpl_2gmRY8BGKCtnM5ugyadDYRWf1kuV", "createdAt": "2026-08-17T12:53:48Z", "verifiedThrough": "2026-08-17T12:54:23Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "cdbc35933782742da582b117becca0918efcf28a3e473a9d81d4970e9b26fc85", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.262.0", "liveObservationCount": 1470, "interpretation": "Revision 633 published dataset 1.262.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 634 through 637 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision633-discovery-submission-2026-08-17-1251", "observedAt": "2026-08-17T12:51:46Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Fgu586FHifPqAM1c4kSTbGzoYCny", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 634 through 637 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions633-637-extended-post-ready-control-2026-08-17-1255", "observedPeriod": "2026-08-17T12:50:00Z/2026-08-17T12:55:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision633-2026-08-17-1251", "observedAt": "2026-08-17T12:51:53Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Fgu586FHifPqAM1c4kSTbGzoYCny", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:47:31Z", "fingerprintChanged": false, "interpretation": "Revision 633 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision634-2026-08-17-1252", "observedAt": "2026-08-17T12:52:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9yYEqkcXZEsdEngYSimY3vQXefAC", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:51:53Z", "fingerprintChanged": false, "interpretation": "Revision 634 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision635-2026-08-17-1253", "observedAt": "2026-08-17T12:53:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CQWHxhPdrNHJFGHb1B8a2tTEGWa8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:52:29Z", "fingerprintChanged": false, "interpretation": "Revision 635 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision636-2026-08-17-1253", "observedAt": "2026-08-17T12:53:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2MT8xiruoKn5EHX6SVhDTfu5H9dA", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:53:05Z", "fingerprintChanged": false, "interpretation": "Revision 636 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision637-2026-08-17-1254", "observedAt": "2026-08-17T12:54:14Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2gmRY8BGKCtnM5ugyadDYRWf1kuV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:53:40Z", "fingerprintChanged": false, "interpretation": "Revision 637 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "high-cost-inaccurate-answer-revision637-2026-08-17-1254", "observedAt": "2026-08-17T12:54:23Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer for an organization where inaccurate or absent AI answers carry a real cost?", "intent": "risk-oriented buyer query matching the stated service audience", "targetUrl": "https://quotedfirst.com/resources/what-is-llm-search-optimization.html", "targetRetrieved": false, "deploymentTested": "dpl_2gmRY8BGKCtnM5ugyadDYRWf1kuV", "leadingCategoryResults": [ "https://bermawy.com/blog/top-ai-search-visibility-monitoring-tools-complete-buyers-guide", "https://www.llmvlab.com/guides/llm-ai-search-tools-for-agencies", "https://thestacc.com/blog/best-llm-optimization-tools/", "https://scrunch.com/blog/best-answer-engine-optimization-aeo-generative-engine-optimization-geo-enterprise-platforms-2026", "https://www.reachllm.com/platform", "https://ziptie.dev/blog/best-llmo-tools/" ], "interpretation": "The risk-oriented query returned monitoring, enterprise and comparison resources but omitted Quoted First. This buyer-intent control did not create a retrieval foothold and does not establish a universal ranking rule." }, { "id": "revisions638-642-live-parity-2026-08-17-1301", "observedPeriod": "2026-08-17T12:57:43Z/2026-08-17T13:01:03Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 638, "deployment": "dpl_CxpbCW9SuiVzaC72WUF9agavyXLB", "createdAt": "2026-08-17T12:57:43Z", "verifiedThrough": "2026-08-17T12:58:24Z" }, { "revision": 639, "deployment": "dpl_kCvUe2DgZm1bnAHF98DHcPZMLY6m", "createdAt": "2026-08-17T12:58:35Z", "verifiedThrough": "2026-08-17T12:59:01Z" }, { "revision": 640, "deployment": "dpl_6gw7b6hDNJFxhAEHT8FLEoA61kKm", "createdAt": "2026-08-17T12:59:10Z", "verifiedThrough": "2026-08-17T12:59:38Z" }, { "revision": 641, "deployment": "dpl_4bwuKt4oBr632NkhkSt2kFtabBNR", "createdAt": "2026-08-17T12:59:46Z", "verifiedThrough": "2026-08-17T13:00:13Z" }, { "revision": 642, "deployment": "dpl_FWF7FQLozCP96ZTohXjpc8C5f6Ld", "createdAt": "2026-08-17T13:00:28Z", "verifiedThrough": "2026-08-17T13:01:03Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "73e9bf864bbe883980055dce84a859c6c06127324a948a851cbfe350ef58822a", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.263.0", "liveObservationCount": 1479, "interpretation": "Revision 638 published dataset 1.263.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 639 through 642 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision638-discovery-submission-2026-08-17-1258", "observedAt": "2026-08-17T12:58:19Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_CxpbCW9SuiVzaC72WUF9agavyXLB", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 639 through 642 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions638-642-extended-post-ready-control-2026-08-17-1302", "observedPeriod": "2026-08-17T12:57:00Z/2026-08-17T13:02:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision638-2026-08-17-1258", "observedAt": "2026-08-17T12:58:24Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CxpbCW9SuiVzaC72WUF9agavyXLB", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:54:14Z", "fingerprintChanged": false, "interpretation": "Revision 638 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision639-2026-08-17-1259", "observedAt": "2026-08-17T12:59:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_kCvUe2DgZm1bnAHF98DHcPZMLY6m", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:58:24Z", "fingerprintChanged": false, "interpretation": "Revision 639 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision640-2026-08-17-1259", "observedAt": "2026-08-17T12:59:38Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6gw7b6hDNJFxhAEHT8FLEoA61kKm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:59:01Z", "fingerprintChanged": false, "interpretation": "Revision 640 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision641-2026-08-17-1300", "observedAt": "2026-08-17T13:00:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4bwuKt4oBr632NkhkSt2kFtabBNR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T12:59:38Z", "fingerprintChanged": false, "interpretation": "Revision 641 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision642-2026-08-17-1300", "observedAt": "2026-08-17T13:00:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FWF7FQLozCP96ZTohXjpc8C5f6Ld", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:00:13Z", "fingerprintChanged": false, "interpretation": "Revision 642 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "managed-program-components-revision642-2026-08-17-1301", "observedAt": "2026-08-17T13:01:03Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which managed LLM search optimization company coordinates prompt research, technical access, content, corroboration, and recurring measurement?", "intent": "near-exact service-composition query", "targetUrl": "https://quotedfirst.com/services.html", "targetRetrieved": false, "deploymentTested": "dpl_FWF7FQLozCP96ZTohXjpc8C5f6Ld", "leadingCategoryResults": [ "https://www.reachllm.com/platform", "https://www.reachllm.com/", "https://www.llmreach.ai/", "https://geositionai.com/platform", "https://astral3.io/", "https://generative.qa/state-of-geo-2026/" ], "interpretation": "The near-exact service-composition query returned platforms and agencies matching parts of the requested workflow but omitted Quoted First. This did not create a retrieval foothold and does not establish a universal ranking rule." }, { "id": "revisions643-647-live-parity-2026-08-17-1307", "observedPeriod": "2026-08-17T13:04:27Z/2026-08-17T13:07:59Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 643, "deployment": "dpl_Etk9G3T27EGo9xuUkoPz2MtEgMA3", "createdAt": "2026-08-17T13:04:27Z", "verifiedThrough": "2026-08-17T13:05:13Z" }, { "revision": 644, "deployment": "dpl_BoPTKkHJN6JpphBXexQvSF9uBVdr", "createdAt": "2026-08-17T13:05:22Z", "verifiedThrough": "2026-08-17T13:05:54Z" }, { "revision": 645, "deployment": "dpl_F5HMuQUE8d1NkEQCrL1MVQT8Jru1", "createdAt": "2026-08-17T13:06:02Z", "verifiedThrough": "2026-08-17T13:06:29Z" }, { "revision": 646, "deployment": "dpl_9cn8zatV7bPtrrQuay9KHfdd3gMi", "createdAt": "2026-08-17T13:06:37Z", "verifiedThrough": "2026-08-17T13:07:06Z" }, { "revision": 647, "deployment": "dpl_HRNiQ3SbkuhZuofn5cA23skW3EyD", "createdAt": "2026-08-17T13:07:17Z", "verifiedThrough": "2026-08-17T13:07:59Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "datasetChecksum": "fe0123bbbaaa8bd9847f04dee8cbe670d58423ca280dd186cae834f13322c61b", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.264.0", "liveObservationCount": 1488, "interpretation": "Revision 643 published dataset 1.264.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 644 through 647 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision643-discovery-submission-2026-08-17-1305", "observedAt": "2026-08-17T13:05:05Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Etk9G3T27EGo9xuUkoPz2MtEgMA3", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 644 through 647 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions643-647-extended-post-ready-control-2026-08-17-1309", "observedPeriod": "2026-08-17T13:04:00Z/2026-08-17T13:09:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision643-2026-08-17-1305", "observedAt": "2026-08-17T13:05:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Etk9G3T27EGo9xuUkoPz2MtEgMA3", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:00:55Z", "fingerprintChanged": false, "interpretation": "Revision 643 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision644-2026-08-17-1305", "observedAt": "2026-08-17T13:05:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BoPTKkHJN6JpphBXexQvSF9uBVdr", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:05:13Z", "fingerprintChanged": false, "interpretation": "Revision 644 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision645-2026-08-17-1306", "observedAt": "2026-08-17T13:06:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_F5HMuQUE8d1NkEQCrL1MVQT8Jru1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:05:54Z", "fingerprintChanged": false, "interpretation": "Revision 645 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision646-2026-08-17-1307", "observedAt": "2026-08-17T13:07:06Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9cn8zatV7bPtrrQuay9KHfdd3gMi", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:06:29Z", "fingerprintChanged": false, "interpretation": "Revision 646 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision647-2026-08-17-1307", "observedAt": "2026-08-17T13:07:49Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HRNiQ3SbkuhZuofn5cA23skW3EyD", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:07:06Z", "fingerprintChanged": false, "interpretation": "Revision 647 remained negative with the historical first-five commercial fingerprint; Quoted First was absent. The lower result tail changed." }, { "id": "disclosed-no-affiliate-comparison-revision647-2026-08-17-1307", "observedAt": "2026-08-17T13:07:59Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimizer publishes a disclosed 10-option comparison with no affiliate links and no compensation?", "intent": "comparison-method disclosure query", "targetUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "targetRetrieved": false, "deploymentTested": "dpl_HRNiQ3SbkuhZuofn5cA23skW3EyD", "leadingCategoryResults": [ "https://onehuman.io/en", "https://www.pickforge.io/", "https://geooptimised.com/", "https://guptadeepak.com/geo-compass/methodology/", "https://lastverified.com/", "https://toolchase.com/about/" ], "interpretation": "The disclosure-specific query returned methodology and tool-selection resources but omitted Quoted First. The comparison's explicit commercial-interest disclosure did not create a retrieval foothold and does not establish a universal ranking rule." }, { "id": "revisions648-652-live-parity-2026-08-17-1316", "observedPeriod": "2026-08-17T13:11:35Z/2026-08-17T13:16:34Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 648, "deployment": "dpl_6au6TRGPvNBEWzWhT3xGKomj2EZt", "createdAt": "2026-08-17T13:11:35Z", "verifiedThrough": "2026-08-17T13:12:21Z" }, { "revision": 649, "deployment": "dpl_DckvqPCXzuBB3nhFfQjVYjywocYL", "createdAt": "2026-08-17T13:12:29Z", "verifiedThrough": "2026-08-17T13:14:11Z" }, { "revision": 650, "deployment": "dpl_3nc9tcMyRBWKj5kWSsjMv1FEs2vM", "createdAt": "2026-08-17T13:14:20Z", "verifiedThrough": "2026-08-17T13:14:51Z" }, { "revision": 651, "deployment": "dpl_BVzo6aMvyNf519aawQao4tzVbXnm", "createdAt": "2026-08-17T13:15:05Z", "verifiedThrough": "2026-08-17T13:15:33Z" }, { "revision": 652, "deployment": "dpl_8dxSG7rMTqvjUsw3L83u3Qf5js4y", "createdAt": "2026-08-17T13:15:41Z", "verifiedThrough": "2026-08-17T13:16:07Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "researchPageChecksum": "317e461c3030c3347a86684eff96241cbf7a7e8f1e0c6530de5a6cec897441ba", "datasetChecksum": "2c2a04a06e7a2fa28e6bd2e6151aad7ec0a12fe2683e42203d15f813cbbc3111", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.265.0", "liveObservationCount": 1497, "interpretation": "Revision 648 published dataset 1.265.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 649 through 652 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision648-discovery-submission-2026-08-17-1312", "observedAt": "2026-08-17T13:12:14Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_6au6TRGPvNBEWzWhT3xGKomj2EZt", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 649 through 652 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions648-652-extended-post-ready-control-2026-08-17-1316", "observedPeriod": "2026-08-17T13:09:00Z/2026-08-17T13:16:34Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision648-2026-08-17-1312", "observedAt": "2026-08-17T13:12:21Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6au6TRGPvNBEWzWhT3xGKomj2EZt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:07:49Z", "fingerprintChanged": false, "interpretation": "Revision 648 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision649-2026-08-17-1314", "observedAt": "2026-08-17T13:14:11Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DckvqPCXzuBB3nhFfQjVYjywocYL", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:12:21Z", "fingerprintChanged": false, "interpretation": "Revision 649 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision650-2026-08-17-1314", "observedAt": "2026-08-17T13:14:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3nc9tcMyRBWKj5kWSsjMv1FEs2vM", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:14:11Z", "fingerprintChanged": false, "interpretation": "Revision 650 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision651-2026-08-17-1315", "observedAt": "2026-08-17T13:15:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BVzo6aMvyNf519aawQao4tzVbXnm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:14:51Z", "fingerprintChanged": false, "interpretation": "Revision 651 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision652-2026-08-17-1316", "observedAt": "2026-08-17T13:16:07Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8dxSG7rMTqvjUsw3L83u3Qf5js4y", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:15:33Z", "fingerprintChanged": false, "interpretation": "Revision 652 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions653-657-live-parity-2026-08-17-1326", "observedPeriod": "2026-08-17T13:20:51Z/2026-08-17T13:26:10Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 653, "deployment": "dpl_Dv4efV2Av8wiN7XR34vhbD5FYWWi", "createdAt": "2026-08-17T13:20:51Z", "verifiedThrough": "2026-08-17T13:22:31Z" }, { "revision": 654, "deployment": "dpl_D9uhthCUk6jdqAVqScnphQTSbX2h", "createdAt": "2026-08-17T13:23:07Z", "verifiedThrough": "2026-08-17T13:23:32Z" }, { "revision": 655, "deployment": "dpl_3XURWn3biNM4Ab6vPngdqP58Bm6t", "createdAt": "2026-08-17T13:23:56Z", "verifiedThrough": "2026-08-17T13:24:27Z" }, { "revision": 656, "deployment": "dpl_8wMTnohdbniTwmxqUXaXQBEgT9tY", "createdAt": "2026-08-17T13:24:36Z", "verifiedThrough": "2026-08-17T13:24:59Z" }, { "revision": 657, "deployment": "dpl_2Dmm1ovQ1oHUJXujhRuB3uUas4dE", "createdAt": "2026-08-17T13:25:06Z", "verifiedThrough": "2026-08-17T13:25:32Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "researchPageChecksum": "5915fcb85c6900f438416c4166937577a56b33a10b8aa919098345daac5d26ed", "datasetChecksum": "1beb4bfe66a2bd67ed7e34b09f39dd36b0d9eaa1e29bc49f84ad628f0691a0bc", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.266.0", "liveObservationCount": 1505, "interpretation": "Revision 653 published dataset 1.266.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 654 through 657 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision653-discovery-submission-2026-08-17-1322", "observedAt": "2026-08-17T13:22:16Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Dv4efV2Av8wiN7XR34vhbD5FYWWi", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 654 through 657 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions653-657-extended-post-ready-control-2026-08-17-1326", "observedPeriod": "2026-08-17T13:17:00Z/2026-08-17T13:26:10Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision653-2026-08-17-1322", "observedAt": "2026-08-17T13:22:23Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Dv4efV2Av8wiN7XR34vhbD5FYWWi", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:16:07Z", "fingerprintChanged": false, "interpretation": "Revision 653 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "crawler-logs-and-negative-tests-revision653-2026-08-17-1322", "observedAt": "2026-08-17T13:22:31Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization company publishes failed ChatGPT search tests together with verified OpenAI crawler logs?", "intent": "distinctive research-method and transparency query", "targetUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "targetRetrieved": false, "deploymentTested": "dpl_Dv4efV2Av8wiN7XR34vhbD5FYWWi", "leadingCategoryResults": [ "https://www.crawloria.com/blog/oai-searchbot", "https://lumengeo.co/blog/ai-crawler-list-2026", "https://www.trylyra.ai/blog/ai-crawler-log-analysis-gptbot-claudebot/", "https://www.searchenginejournal.com/openai-search-crawler-passes-55-coverage-in-hostinger-study/565446/", "https://crawlsense.ai/blog/chatgpt-search-optimization", "https://lumengeo.co/blog/ai-crawler-traffic-study-2026" ], "interpretation": "The sharper methodology query changed the candidate set from commercial optimizer comparisons to crawler-research publishers, confirming query-family sensitivity in this surface. Quoted First was still absent, so the distinctive first-party evidence did not create an observed retrieval foothold." }, { "id": "category-fingerprint-stability-revision654-2026-08-17-1323", "observedAt": "2026-08-17T13:23:32Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_D9uhthCUk6jdqAVqScnphQTSbX2h", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:22:23Z", "fingerprintChanged": false, "interpretation": "Revision 654 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision655-2026-08-17-1324", "observedAt": "2026-08-17T13:24:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3XURWn3biNM4Ab6vPngdqP58Bm6t", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:23:32Z", "fingerprintChanged": false, "interpretation": "Revision 655 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision656-2026-08-17-1324", "observedAt": "2026-08-17T13:24:59Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8wMTnohdbniTwmxqUXaXQBEgT9tY", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:24:27Z", "fingerprintChanged": false, "interpretation": "Revision 656 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision657-2026-08-17-1325", "observedAt": "2026-08-17T13:25:32Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2Dmm1ovQ1oHUJXujhRuB3uUas4dE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:24:59Z", "fingerprintChanged": false, "interpretation": "Revision 657 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions658-662-live-parity-2026-08-17-1333", "observedPeriod": "2026-08-17T13:29:22Z/2026-08-17T13:33:41Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 658, "deployment": "dpl_HNXSwaxgtLSkXRuGLrtziRTy6jbk", "createdAt": "2026-08-17T13:29:22Z", "verifiedThrough": "2026-08-17T13:30:34Z" }, { "revision": 659, "deployment": "dpl_64KLjzbWmKdb6PnsoSXxuS7TEp2j", "createdAt": "2026-08-17T13:30:49Z", "verifiedThrough": "2026-08-17T13:31:15Z" }, { "revision": 660, "deployment": "dpl_GLV1CJX3K6oGsYh6oiWczFC9K3rQ", "createdAt": "2026-08-17T13:31:26Z", "verifiedThrough": "2026-08-17T13:31:51Z" }, { "revision": 661, "deployment": "dpl_CDTwfxHqsTgcrC5gy2sdRy4fxBty", "createdAt": "2026-08-17T13:32:01Z", "verifiedThrough": "2026-08-17T13:32:31Z" }, { "revision": 662, "deployment": "dpl_4wngFcV2azVka5DFWj75y5AXG6jP", "createdAt": "2026-08-17T13:32:39Z", "verifiedThrough": "2026-08-17T13:33:07Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "researchPageChecksum": "46a0100991f9f8fcd7502ce9e02042b72c1d22d008998729b40c9bafd23c66f0", "datasetChecksum": "4d224f5ef675943e96ac0ca29afceb56f9227f557e044afc3b43cfdf2c1811da", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.267.0", "liveObservationCount": 1514, "interpretation": "Revision 658 published dataset 1.267.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 659 through 662 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision658-discovery-submission-2026-08-17-1329", "observedAt": "2026-08-17T13:29:57Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_HNXSwaxgtLSkXRuGLrtziRTy6jbk", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 659 through 662 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions658-662-extended-post-ready-control-2026-08-17-1333", "observedPeriod": "2026-08-17T13:27:00Z/2026-08-17T13:33:41Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision658-2026-08-17-1330", "observedAt": "2026-08-17T13:30:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HNXSwaxgtLSkXRuGLrtziRTy6jbk", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:25:32Z", "fingerprintChanged": false, "interpretation": "Revision 658 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "b2b-saas-founder-managed-execution-revision658-2026-08-17-1330", "observedAt": "2026-08-17T13:30:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "I'm an early-stage B2B SaaS founder with no existing AI visibility. Which agency can research the right prompts, implement the fixes, and track ChatGPT citations for me?", "intent": "founder-style B2B SaaS managed-research, implementation and citation-tracking query", "targetUrl": "https://quotedfirst.com/best-llm-search-optimization-agency", "targetRetrieved": false, "deploymentTested": "dpl_HNXSwaxgtLSkXRuGLrtziRTy6jbk", "leadingCategoryResults": [ "https://citationpath.com/", "https://www.orbit-labs.net/", "https://www.visiblie.com/", "https://www.team4.agency/services/generative-engine-optimisation", "https://www.aipleasetellme.com/geo-aeo-b2b-saas", "https://derivatex.agency/llm-seo/" ], "interpretation": "The founder-style prompt returned B2B SaaS and managed AI-visibility agencies aligned with the scenario but omitted Quoted First. The exact buyer language already appears on the agency guide, so this observation did not establish a first-party copy gap." }, { "id": "exact-audit-and-starter-prices-revision658-2026-08-17-1330", "observedAt": "2026-08-17T13:30:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency offers a $4,500 AI Visibility Audit and a $2,900 per month managed Starter plan?", "intent": "exact public-offer and pricing query", "targetUrl": "https://quotedfirst.com/pricing.html", "targetRetrieved": false, "deploymentTested": "dpl_HNXSwaxgtLSkXRuGLrtziRTy6jbk", "leadingCategoryResults": [ "https://www.ascentaisearch.com/", "https://pageappeal.io/pricing", "https://www.aiocopilot.com/", "https://www.pixelmojo.io/services/ai-visibility-strategy", "https://www.ai-visibility.co/pricing", "https://linkgathering.com/services/ai-search-optimization" ], "interpretation": "The exact two-price query returned AI-visibility service and pricing pages but omitted Quoted First. Both values are explicit in visible copy and structured offer data, so exact offer matching still did not create a retrieval foothold." }, { "id": "personal-injury-attorney-review-no-doorways-revision658-2026-08-17-1330", "observedAt": "2026-08-17T13:30:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best managed LLM search optimization service for a personal injury law firm that wants attorney-reviewed content, citation monitoring, and no city doorway pages?", "intent": "personal-injury managed-service, review-governance and anti-doorway query", "targetUrl": "https://quotedfirst.com/resources/llm-search-optimization-for-personal-injury-law-firms.html", "targetRetrieved": false, "deploymentTested": "dpl_HNXSwaxgtLSkXRuGLrtziRTy6jbk", "leadingCategoryResults": [ "https://networklabs.com/", "https://bluesummitseo.com/", "https://marketingforjustice.com/services/geo", "https://agencypartners.co/artificial-intelligence/agencies-that-specialize-in-llm-optimization-for-law-firms/", "https://trakkr.ai/resources/industry-tools/best-answer-engine-optimization-tools-for-personal-injury-lawyers", "https://pinniqlegal.com/" ], "interpretation": "The legal-specific prompt returned law-firm AI-visibility specialists, roundups and monitoring resources but omitted Quoted First. The scenario's attorney-review and anti-doorway safeguards are already explicit in the vertical guide, so specificity changed competitors without producing admission." }, { "id": "category-fingerprint-stability-revision659-2026-08-17-1331", "observedAt": "2026-08-17T13:31:15Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_64KLjzbWmKdb6PnsoSXxuS7TEp2j", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:30:04Z", "fingerprintChanged": false, "interpretation": "Revision 659 remained negative with the historical first-five commercial fingerprint; Quoted First was absent. The lower result tail changed." }, { "id": "category-fingerprint-stability-revision660-2026-08-17-1331", "observedAt": "2026-08-17T13:31:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GLV1CJX3K6oGsYh6oiWczFC9K3rQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:31:15Z", "fingerprintChanged": false, "interpretation": "Revision 660 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision661-2026-08-17-1332", "observedAt": "2026-08-17T13:32:31Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CDTwfxHqsTgcrC5gy2sdRy4fxBty", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:31:51Z", "fingerprintChanged": false, "interpretation": "Revision 661 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision662-2026-08-17-1333", "observedAt": "2026-08-17T13:33:07Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4wngFcV2azVka5DFWj75y5AXG6jP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:32:31Z", "fingerprintChanged": false, "interpretation": "Revision 662 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions663-667-live-parity-2026-08-17-1342", "observedPeriod": "2026-08-17T13:37:30Z/2026-08-17T13:42:05Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 663, "deployment": "dpl_EkRgLaM7rrZjmVUgC3ZE51FHQv37", "createdAt": "2026-08-17T13:37:30Z", "verifiedThrough": "2026-08-17T13:38:22Z" }, { "revision": 664, "deployment": "dpl_65nPR4LNpt6HgcHujYXAkJFC2tF9", "createdAt": "2026-08-17T13:38:32Z", "verifiedThrough": "2026-08-17T13:39:40Z" }, { "revision": 665, "deployment": "dpl_5FxGjvjQQUBwnhfVKyCwUWfNVJRt", "createdAt": "2026-08-17T13:39:49Z", "verifiedThrough": "2026-08-17T13:40:21Z" }, { "revision": 666, "deployment": "dpl_F24WehBmR1eaisMnPgCbXfnSJiya", "createdAt": "2026-08-17T13:40:32Z", "verifiedThrough": "2026-08-17T13:40:58Z" }, { "revision": 667, "deployment": "dpl_8irDV4mfvsRGvzHUoHzcznqMKGWN", "createdAt": "2026-08-17T13:41:09Z", "verifiedThrough": "2026-08-17T13:41:34Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "researchPageChecksum": "1a63f1426c13e1249fa1e688cbf167528c47f4cc8b16c9e45a6198c9f3ea9228", "datasetChecksum": "d896ec59f8382499313744e13f898b2b564117f49ca37f200e798d6e3fb3472a", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.268.0", "liveObservationCount": 1525, "interpretation": "Revision 663 published dataset 1.268.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 664 through 667 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision663-discovery-submission-2026-08-17-1338", "observedAt": "2026-08-17T13:38:06Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_EkRgLaM7rrZjmVUgC3ZE51FHQv37", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 664 through 667 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions663-667-extended-post-ready-control-2026-08-17-1342", "observedPeriod": "2026-08-17T13:34:00Z/2026-08-17T13:42:05Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision663-2026-08-17-1338", "observedAt": "2026-08-17T13:38:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EkRgLaM7rrZjmVUgC3ZE51FHQv37", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:33:07Z", "fingerprintChanged": false, "interpretation": "Revision 663 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "exact-brand-managed-service-revision663-2026-08-17-1338", "observedAt": "2026-08-17T13:38:22Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" managed LLM search optimization", "intent": "exact-brand plus exact service-category query", "targetUrl": "https://quotedfirst.com/", "targetRetrieved": false, "deploymentTested": "dpl_EkRgLaM7rrZjmVUgC3ZE51FHQv37", "leadingCategoryResults": [ "https://llmseo.kr/", "https://pdfs.semanticscholar.org/b6d0/04ee5c24f11aff9d9edae91003af85f2d35a.pdf", "https://www.linkedin.com/posts/charlie-hills_the-old-seo-playbook-is-dead-heres-how-activity-7357349456628838401-wYOq", "https://redeagle.tech/blog/answer-engine-optimisation-uk-guide", "https://www.apm.org.br/wp-content/uploads/Sao-Paulo-Medical-Journal-v136-n2_2018.pdf", "https://www.sfs.uni-tuebingen.de/~jdellert/pubs/jdellert-2014.pdf" ], "interpretation": "Even the quoted exact brand paired with the service category returned unrelated pages and omitted Quoted First. This isolates the observed gap from broad category competition and provides no evidence of a searchable brand-domain association." }, { "id": "category-fingerprint-stability-revision664-2026-08-17-1339", "observedAt": "2026-08-17T13:39:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_65nPR4LNpt6HgcHujYXAkJFC2tF9", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:38:12Z", "fingerprintChanged": false, "interpretation": "Revision 664 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision665-2026-08-17-1340", "observedAt": "2026-08-17T13:40:21Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5FxGjvjQQUBwnhfVKyCwUWfNVJRt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:39:40Z", "fingerprintChanged": false, "interpretation": "Revision 665 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision666-2026-08-17-1340", "observedAt": "2026-08-17T13:40:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_F24WehBmR1eaisMnPgCbXfnSJiya", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:40:21Z", "fingerprintChanged": false, "interpretation": "Revision 666 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision667-2026-08-17-1341", "observedAt": "2026-08-17T13:41:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8irDV4mfvsRGvzHUoHzcznqMKGWN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:40:58Z", "fingerprintChanged": false, "interpretation": "Revision 667 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions668-672-live-parity-2026-08-17-1349", "observedPeriod": "2026-08-17T13:45:22Z/2026-08-17T13:49:31Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 668, "deployment": "dpl_C4u14PkE8eWM43zXRvwSkT93kUeu", "createdAt": "2026-08-17T13:45:22Z", "verifiedThrough": "2026-08-17T13:46:09Z" }, { "revision": 669, "deployment": "dpl_8GQdmRiyQ9TSArcAH2XMoeqSrFYk", "createdAt": "2026-08-17T13:46:22Z", "verifiedThrough": "2026-08-17T13:46:50Z" }, { "revision": 670, "deployment": "dpl_DuznGMmRxU2Na3zaw1sP1vafUE4S", "createdAt": "2026-08-17T13:47:01Z", "verifiedThrough": "2026-08-17T13:47:31Z" }, { "revision": 671, "deployment": "dpl_FH38vTQhsvrQ1NonCyVxGNakpMRi", "createdAt": "2026-08-17T13:47:42Z", "verifiedThrough": "2026-08-17T13:48:17Z" }, { "revision": 672, "deployment": "dpl_HdJwbWsiVZ3QWz5PSe1tNoRkbjYR", "createdAt": "2026-08-17T13:48:28Z", "verifiedThrough": "2026-08-17T13:48:56Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "researchPageChecksum": "10897cae8f1ce497fb8f7b8fede7263342cefb73c2c9f497295353eb115db6ec", "datasetChecksum": "4f655085feffd698212f209bd584d3ff813bf599ed431cd7b85462b8d43005fd", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.269.0", "liveObservationCount": 1534, "interpretation": "Revision 668 published dataset 1.269.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 669 through 672 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision668-discovery-submission-2026-08-17-1346", "observedAt": "2026-08-17T13:46:02Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_C4u14PkE8eWM43zXRvwSkT93kUeu", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 669 through 672 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions668-672-extended-post-ready-control-2026-08-17-1349", "observedPeriod": "2026-08-17T13:43:00Z/2026-08-17T13:49:31Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision668-2026-08-17-1346", "observedAt": "2026-08-17T13:46:09Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_C4u14PkE8eWM43zXRvwSkT93kUeu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:41:34Z", "fingerprintChanged": false, "interpretation": "Revision 668 remained negative with the historical first-five commercial fingerprint; Quoted First was absent. The lower result tail changed." }, { "id": "category-fingerprint-stability-revision669-2026-08-17-1346", "observedAt": "2026-08-17T13:46:50Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8GQdmRiyQ9TSArcAH2XMoeqSrFYk", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:46:09Z", "fingerprintChanged": false, "interpretation": "Revision 669 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision670-2026-08-17-1347", "observedAt": "2026-08-17T13:47:31Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DuznGMmRxU2Na3zaw1sP1vafUE4S", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:46:50Z", "fingerprintChanged": false, "interpretation": "Revision 670 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision671-2026-08-17-1348", "observedAt": "2026-08-17T13:48:17Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FH38vTQhsvrQ1NonCyVxGNakpMRi", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:47:31Z", "fingerprintChanged": false, "interpretation": "Revision 671 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision672-2026-08-17-1348", "observedAt": "2026-08-17T13:48:56Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HdJwbWsiVZ3QWz5PSe1tNoRkbjYR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:48:17Z", "fingerprintChanged": false, "interpretation": "Revision 672 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions673-677-live-parity-2026-08-17-1356", "observedPeriod": "2026-08-17T13:52:37Z/2026-08-17T13:56:49Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 673, "deployment": "dpl_3vB8gmjJkJjiE1FuGrFNpm1Km37f", "createdAt": "2026-08-17T13:52:37Z", "verifiedThrough": "2026-08-17T13:53:27Z" }, { "revision": 674, "deployment": "dpl_55CvfjY9LtB7wGHrCaeTSQ3S2LFp", "createdAt": "2026-08-17T13:53:38Z", "verifiedThrough": "2026-08-17T13:54:07Z" }, { "revision": 675, "deployment": "dpl_B3kgXbPm8hQqREazPpy8y7DdgJ7S", "createdAt": "2026-08-17T13:54:21Z", "verifiedThrough": "2026-08-17T13:54:48Z" }, { "revision": 676, "deployment": "dpl_GvsvmSvNoKcFT5zTHmfFCXuYgg1e", "createdAt": "2026-08-17T13:55:04Z", "verifiedThrough": "2026-08-17T13:55:35Z" }, { "revision": 677, "deployment": "dpl_7ocd6VStfaUZVwrgczibK6ZbZW8W", "createdAt": "2026-08-17T13:55:44Z", "verifiedThrough": "2026-08-17T13:56:13Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "researchPageChecksum": "ce6f886633d38403c58a5bc68d58d2b7b943c3e57d3e459e9bf38464cdef4c43", "datasetChecksum": "12ec2c929051861df72c9b35615ced0343704fd6f85ed6b70155fe5dbdb0ffc8", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.270.0", "liveObservationCount": 1542, "interpretation": "Revision 673 published dataset 1.270.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 674 through 677 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision673-discovery-submission-2026-08-17-1353", "observedAt": "2026-08-17T13:53:18Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_3vB8gmjJkJjiE1FuGrFNpm1Km37f", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 674 through 677 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions673-677-extended-post-ready-control-2026-08-17-1356", "observedPeriod": "2026-08-17T13:50:00Z/2026-08-17T13:56:49Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision673-2026-08-17-1353", "observedAt": "2026-08-17T13:53:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3vB8gmjJkJjiE1FuGrFNpm1Km37f", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:48:56Z", "fingerprintChanged": false, "interpretation": "Revision 673 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision674-2026-08-17-1354", "observedAt": "2026-08-17T13:54:07Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_55CvfjY9LtB7wGHrCaeTSQ3S2LFp", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:53:27Z", "fingerprintChanged": false, "interpretation": "Revision 674 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision675-2026-08-17-1354", "observedAt": "2026-08-17T13:54:48Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_B3kgXbPm8hQqREazPpy8y7DdgJ7S", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:54:07Z", "fingerprintChanged": false, "interpretation": "Revision 675 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision676-2026-08-17-1355", "observedAt": "2026-08-17T13:55:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GvsvmSvNoKcFT5zTHmfFCXuYgg1e", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:54:48Z", "fingerprintChanged": false, "interpretation": "Revision 676 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision677-2026-08-17-1356", "observedAt": "2026-08-17T13:56:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7ocd6VStfaUZVwrgczibK6ZbZW8W", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:55:35Z", "fingerprintChanged": false, "interpretation": "Revision 677 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions678-682-live-parity-2026-08-17-1404", "observedPeriod": "2026-08-17T13:59:58Z/2026-08-17T14:04:04Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 678, "deployment": "dpl_CaK5CzncUVqXHqdcrgWb4sTbqdzH", "createdAt": "2026-08-17T13:59:58Z", "verifiedThrough": "2026-08-17T14:00:54Z" }, { "revision": 679, "deployment": "dpl_3e6Q5UcWufARe7JkF5T7Eosb57rZ", "createdAt": "2026-08-17T14:01:03Z", "verifiedThrough": "2026-08-17T14:01:33Z" }, { "revision": 680, "deployment": "dpl_2FQg6cT4ZGm1JsEZfPvCtQwJSWLf", "createdAt": "2026-08-17T14:01:43Z", "verifiedThrough": "2026-08-17T14:02:12Z" }, { "revision": 681, "deployment": "dpl_HCAXdqC8mZ1br7fY1LuR8qdxLBK7", "createdAt": "2026-08-17T14:02:23Z", "verifiedThrough": "2026-08-17T14:02:54Z" }, { "revision": 682, "deployment": "dpl_DEuLqQuvWaEHpnNMthmJVHGvRhaR", "createdAt": "2026-08-17T14:03:05Z", "verifiedThrough": "2026-08-17T14:03:34Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "researchPageChecksum": "cf8022abfed694edfd49ea8b5ab5d13861ba4ef06a666acc2b766f72a688d640", "datasetChecksum": "80aaa9df7d21e9ddbe1f98ea4e2b56bd30551ee64dd6449a23b6d419e7124716", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.271.0", "liveObservationCount": 1550, "interpretation": "Revision 678 published dataset 1.271.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 679 through 682 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision678-discovery-submission-2026-08-17-1400", "observedAt": "2026-08-17T14:00:37Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_CaK5CzncUVqXHqdcrgWb4sTbqdzH", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 679 through 682 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions678-682-extended-post-ready-control-2026-08-17-1404", "observedPeriod": "2026-08-17T13:57:00Z/2026-08-17T14:04:04Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision678-2026-08-17-1400", "observedAt": "2026-08-17T14:00:46Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CaK5CzncUVqXHqdcrgWb4sTbqdzH", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T13:56:13Z", "fingerprintChanged": false, "interpretation": "Revision 678 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "exact-open-dataset-count-revision678-2026-08-17-1400", "observedAt": "2026-08-17T14:00:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization company publishes an open 1,550-observation ChatGPT-native search visibility dataset?", "intent": "unique current dataset-count and method query", "targetUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html", "targetRetrieved": false, "deploymentTested": "dpl_CaK5CzncUVqXHqdcrgWb4sTbqdzH", "leadingCategoryResults": [ "https://en.wikipedia.org/wiki/Evertune_AI", "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6731878", "https://www.generativeoptimization.co.za/research/state-of-ai-search-visibility-2026/", "https://chatready.io/geo-lab/wiki/chatgpt-search-visibility", "https://searchengineland.com/inside-chatgpt-search-web-run-fan-out-queries-ai-visibility-477339", "https://papers.ssrn.com/sol3/Delivery.cfm/6731878.pdf?abstractid=6731878&mirid=1&type=2" ], "interpretation": "The query used the exact current observation count and ChatGPT-native method but returned established research and data publishers rather than Quoted First. A uniquely current first-party phrase still did not create an observed document-admission foothold." }, { "id": "category-fingerprint-stability-revision679-2026-08-17-1401", "observedAt": "2026-08-17T14:01:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3e6Q5UcWufARe7JkF5T7Eosb57rZ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:00:46Z", "fingerprintChanged": false, "interpretation": "Revision 679 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision680-2026-08-17-1402", "observedAt": "2026-08-17T14:02:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2FQg6cT4ZGm1JsEZfPvCtQwJSWLf", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:01:33Z", "fingerprintChanged": false, "interpretation": "Revision 680 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision681-2026-08-17-1402", "observedAt": "2026-08-17T14:02:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HCAXdqC8mZ1br7fY1LuR8qdxLBK7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:02:12Z", "fingerprintChanged": false, "interpretation": "Revision 681 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision682-2026-08-17-1403", "observedAt": "2026-08-17T14:03:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DEuLqQuvWaEHpnNMthmJVHGvRhaR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:02:54Z", "fingerprintChanged": false, "interpretation": "Revision 682 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "revisions683-687-live-parity-2026-08-17-1412", "observedPeriod": "2026-08-17T14:07:32Z/2026-08-17T14:12:32Z", "surface": "Vercel deployment inspection and protected/public production verification", "deployments": [ { "revision": 683, "deployment": "dpl_ETTeaLmmXSGhwroZzWoM8RDaQFVJ", "createdAt": "2026-08-17T14:07:32Z", "verifiedThrough": "2026-08-17T14:08:22Z" }, { "revision": 684, "deployment": "dpl_GabkG4qbLgAtJdHN6ckLwRs3AnL8", "createdAt": "2026-08-17T14:08:34Z", "verifiedThrough": "2026-08-17T14:09:12Z" }, { "revision": 685, "deployment": "dpl_HBuMoZNYGkFdVj728pVRLs7sMGu7", "createdAt": "2026-08-17T14:09:24Z", "verifiedThrough": "2026-08-17T14:09:54Z" }, { "revision": 686, "deployment": "dpl_4eJ1qJucNNEYbudCdkYfCiY6Bni2", "createdAt": "2026-08-17T14:10:05Z", "verifiedThrough": "2026-08-17T14:10:40Z" }, { "revision": 687, "deployment": "dpl_29886uLwTyBwnepk9sx58qLsaQbL", "createdAt": "2026-08-17T14:10:59Z", "verifiedThrough": "2026-08-17T14:11:38Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "researchPageChecksum": "63dae55f55e4506a9e4577af9ded733ac2a4335dee7989e11e4dd486a1781b76", "datasetChecksum": "adca7cd027f996b6fbcb07370bd30ac29305dc463ea95af8725379e345765459", "allCheckedProtectedPublicAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.272.0", "liveObservationCount": 1559, "interpretation": "Revision 683 published dataset 1.272.0 with protected/public byte parity for the stabilized guide, research page and dataset. Revisions 684 through 687 were byte-identical READY deployments whose protected and public guide bodies matched the frozen local source." }, { "id": "revision683-discovery-submission-2026-08-17-1408", "observedAt": "2026-08-17T14:08:13Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_ETTeaLmmXSGhwroZzWoM8RDaQFVJ", "liveFeedPath": "/feed.xml", "interpretation": "The neutral endpoint accepted seven materially changed evidence, dataset, feed and sitemap URLs. Revisions 684 through 687 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions683-687-extended-post-ready-control-2026-08-17-1412", "observedPeriod": "2026-08-17T14:05:00Z/2026-08-17T14:12:32Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision683-2026-08-17-1408", "observedAt": "2026-08-17T14:08:22Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ETTeaLmmXSGhwroZzWoM8RDaQFVJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:03:34Z", "fingerprintChanged": false, "interpretation": "Revision 683 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision684-2026-08-17-1409", "observedAt": "2026-08-17T14:09:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GabkG4qbLgAtJdHN6ckLwRs3AnL8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:08:22Z", "fingerprintChanged": false, "interpretation": "Revision 684 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision685-2026-08-17-1409", "observedAt": "2026-08-17T14:09:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HBuMoZNYGkFdVj728pVRLs7sMGu7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:09:12Z", "fingerprintChanged": false, "interpretation": "Revision 685 remained negative with the historical first-five commercial fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-change-revision686-2026-08-17-1410", "observedAt": "2026-08-17T14:10:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4eJ1qJucNNEYbudCdkYfCiY6Bni2", "orderedCommercialResultSha256": "0c6d87c72a1d34a6a715d17729633ee9e5d4535310045ae1fa2fd1adac0c8648", "previousFingerprintSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "fingerprintChanged": true, "change": "theStacc dropped from the returned result set; Codesota entered the first five non-academic URLs", "interpretation": "Revision 686 remained negative while the leading commercial fingerprint changed for one check. Quoted First was absent, so the transient movement was not acceptance success." }, { "id": "category-fingerprint-reversion-revision687-2026-08-17-1411", "observedAt": "2026-08-17T14:11:38Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_29886uLwTyBwnepk9sx58qLsaQbL", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousFingerprintSha256": "0c6d87c72a1d34a6a715d17729633ee9e5d4535310045ae1fa2fd1adac0c8648", "fingerprintChanged": true, "returnedToHistoricalFingerprint": true, "interpretation": "Revision 687 restored the historical first-five commercial fingerprint after the one-check change. Quoted First remained absent, so the movement was transient rather than a durable target admission." }, { "id": "revisions688-692-live-parity-2026-08-17-1422", "observedPeriod": "2026-08-17T14:15:50Z/2026-08-17T14:22:52Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 688, "deployment": "dpl_J78ELbvDoLS8xviJxT3nfqptBP14", "createdAt": "2026-08-17T14:15:50.925Z", "verifiedThrough": "2026-08-17T14:18:21Z" }, { "revision": 689, "deployment": "dpl_8X9Z4LnSa5Mg59LKHwoKe9wrBmR5", "createdAt": "2026-08-17T14:19:41Z", "verifiedThrough": "2026-08-17T14:20:19Z" }, { "revision": 690, "deployment": "dpl_8pM2UbYLm96nsoSbGunDpCv5nhUK", "createdAt": "2026-08-17T14:20:32Z", "verifiedThrough": "2026-08-17T14:21:10Z" }, { "revision": 691, "deployment": "dpl_GL69M2ugdvgbgynmEccgBMPGdvFC", "createdAt": "2026-08-17T14:21:23Z", "verifiedThrough": "2026-08-17T14:22:08Z" }, { "revision": 692, "deployment": "dpl_J9Jv8n5wpHnPmUDjmfMbM2vDRK5p", "createdAt": "2026-08-17T14:22:17Z", "verifiedThrough": "2026-08-17T14:22:52Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "researchPageChecksum": "71a0d6bbc1aca42ae68b89af8a3af60949bf7f770e68fd9b5409564da6afd0a4", "datasetChecksum": "fe0ea97586e7dcec9eb3f67199d0ddb5923097b3ee18a0a920e5ac28bd970e7f", "plainTextAndMarkdownChecksum": "40cb1a1b6fa272de040af74f943ccf174b047d99f249ebef61da6c6968851c36", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.273.0", "liveObservationCount": 1567, "interpretation": "Revision 688 published dataset 1.273.0 and its seven changed research, dataset, feed and sitemap bodies matched local bytes. Revisions 689 through 692 were READY, byte-identical production trials; checked HTML, personal-injury, Markdown and plain-text bodies continued to match their frozen local sources." }, { "id": "revision688-discovery-submission-2026-08-17-1418", "observedAt": "2026-08-17T14:18:08Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_J78ELbvDoLS8xviJxT3nfqptBP14", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 689 through 692 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions688-692-extended-post-ready-control-2026-08-17-1423", "observedPeriod": "2026-08-17T14:15:00Z/2026-08-17T14:23:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "errorEvents": 0, "verifiedCrawlerRequests": 0, "verifiedOaiSearchBotRequests": 0, "verifiedChatGptUserRequests": 0, "summaryRows": 0, "interpretation": "All five revisions remained READY and error-free. The completed-interval all-verified, OAI-SearchBot and ChatGPT-User queries returned empty summaries." }, { "id": "category-fingerprint-stability-revision688-2026-08-17-1418", "observedAt": "2026-08-17T14:18:14Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_J78ELbvDoLS8xviJxT3nfqptBP14", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:11:38Z", "fingerprintChanged": false, "interpretation": "Revision 688 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-open-dataset-count-revision688-2026-08-17-1418", "observedAt": "2026-08-17T14:18:21Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization company publishes a 1,567-observation ChatGPT-native search visibility dataset?", "targetRetrieved": false, "deploymentTested": "dpl_J78ELbvDoLS8xviJxT3nfqptBP14", "returnedDomainSample": [ "wikipedia.org", "generativeoptimization.co.za", "searchable.com", "ssrn.com", "searchengineland.com" ], "interpretation": "The exact current count and method returned established entity, research and data publishers rather than Quoted First. A uniquely current first-party phrase still produced no observed corpus foothold." }, { "id": "category-fingerprint-stability-revision689-2026-08-17-1420", "observedAt": "2026-08-17T14:20:11Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8X9Z4LnSa5Mg59LKHwoKe9wrBmR5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:18:14Z", "fingerprintChanged": false, "interpretation": "Revision 689 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "b2b-saas-citation-implementation-revision689-2026-08-17-1420", "observedAt": "2026-08-17T14:20:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for B2B SaaS with citation tracking and implementation", "targetRetrieved": false, "deploymentTested": "dpl_8X9Z4LnSa5Mg59LKHwoKe9wrBmR5", "returnedDomainSample": [ "citationpath.com", "derivatex.agency", "geocitelabs.ai", "lureon.ai", "aeolabs.ai" ], "interpretation": "The natural B2B SaaS buyer query returned specialist agency and visibility providers but omitted Quoted First despite the matching service facts on its live pages." }, { "id": "category-fingerprint-stability-revision690-2026-08-17-1421", "observedAt": "2026-08-17T14:21:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8pM2UbYLm96nsoSbGunDpCv5nhUK", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:20:11Z", "fingerprintChanged": false, "interpretation": "Revision 690 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "personal-injury-vertical-revision690-2026-08-17-1421", "observedAt": "2026-08-17T14:21:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization for personal injury law firms", "targetRetrieved": false, "deploymentTested": "dpl_8pM2UbYLm96nsoSbGunDpCv5nhUK", "returnedDomainSample": [ "networklabs.com", "legalclarity.org", "marketingforjustice.com", "theanswerengine.ai", "avantevisibility.com" ], "interpretation": "The direct vertical query returned legal-marketing and AI-search specialists but omitted Quoted First even though its single evidence-backed personal-injury guide matched the query." }, { "id": "category-fingerprint-stability-revision691-2026-08-17-1421", "observedAt": "2026-08-17T14:21:56Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GL69M2ugdvgbgynmEccgBMPGdvFC", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:21:05Z", "fingerprintChanged": false, "interpretation": "Revision 691 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "direct-open-html-text-revision691-2026-08-17-1422", "observedAt": "2026-08-17T14:22:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer.txt" ], "targetRetrieved": false, "deploymentTested": "dpl_GL69M2ugdvgbgynmEccgBMPGdvFC", "result": "URL is not safe to open (non-retryable error)", "verifiedAlternateChecksum": "40cb1a1b6fa272de040af74f943ccf174b047d99f249ebef61da6c6968851c36", "interpretation": "Both direct opens stopped before a fetch even though the protected production HTML, Markdown and text representations matched the local source. This is an observed admission response, not proof of the safety gate's cause." }, { "id": "site-qualified-exact-title-revision691-2026-08-17-1422", "observedAt": "2026-08-17T14:22:08Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"What is the best LLM search optimizer?\"", "targetRetrieved": false, "deploymentTested": "dpl_GL69M2ugdvgbgynmEccgBMPGdvFC", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The domain-qualified exact-title query returned no URLs. This strengthens the dated corpus-admission diagnosis but does not disclose why the search system omitted the domain." }, { "id": "category-fingerprint-stability-revision692-2026-08-17-1422", "observedAt": "2026-08-17T14:22:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_J9Jv8n5wpHnPmUDjmfMbM2vDRK5p", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:21:56Z", "fingerprintChanged": false, "interpretation": "Revision 692 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "fixed-price-buyer-intent-revision692-2026-08-17-1422", "observedAt": "2026-08-17T14:22:52Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization service with a fixed-price audit under $5,000 and monthly implementation", "targetRetrieved": false, "deploymentTested": "dpl_J9Jv8n5wpHnPmUDjmfMbM2vDRK5p", "returnedDomainSample": [ "kunaldabi.com", "hyperfind.co", "linkgathering.com", "canovis.ca", "llm-seo.agency" ], "interpretation": "The natural fixed-price buyer query returned service providers but omitted Quoted First even though the live offer matched the audit and implementation constraints." }, { "id": "revisions693-697-live-parity-2026-08-17-1432", "observedPeriod": "2026-08-17T14:28:13Z/2026-08-17T14:32:34Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 693, "deployment": "dpl_6S4aKtx2o4QY6dXtDUocQFitQzeV", "createdAt": "2026-08-17T14:28:13Z", "verifiedThrough": "2026-08-17T14:29:18Z" }, { "revision": 694, "deployment": "dpl_BeE8mMFsJy5yt7TD2GTw48RBNbTA", "createdAt": "2026-08-17T14:29:33Z", "verifiedThrough": "2026-08-17T14:30:01Z" }, { "revision": 695, "deployment": "dpl_F53cLBE6UvfJhsPtVpf9Pxy2izqJ", "createdAt": "2026-08-17T14:30:12Z", "verifiedThrough": "2026-08-17T14:30:54Z" }, { "revision": 696, "deployment": "dpl_4iRbvDPNXYqUzJ62SJuiVBjAipU3", "createdAt": "2026-08-17T14:31:03Z", "verifiedThrough": "2026-08-17T14:31:40Z" }, { "revision": 697, "deployment": "dpl_CoJUvxwPbifDzBdw5tKUTFYPGqgw", "createdAt": "2026-08-17T14:31:51Z", "verifiedThrough": "2026-08-17T14:32:34Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "researchPageChecksum": "208470d886f99135033b9b4bc68bc70d40cf43d54a63b9eb40c9fea4c5893439", "datasetChecksum": "d3fcc616047afb0d02a73b507a51a74fa35b091ece447cf34fc11293d45237db", "datasetCsvChecksum": "0288cf0126efe866e902111b5ecc2e0134834dbf15f543c4ab175040a3633a73", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.274.0", "liveObservationCount": 1581, "interpretation": "Revision 693 published dataset 1.274.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 694 through 697 were READY, byte-identical production trials whose checked generic or agency guide bodies continued to match the frozen local sources." }, { "id": "revision693-discovery-submission-2026-08-17-1429", "observedAt": "2026-08-17T14:29:00Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_6S4aKtx2o4QY6dXtDUocQFitQzeV", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 694 through 697 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "category-fingerprint-stability-revision693-2026-08-17-1429", "observedAt": "2026-08-17T14:29:07Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6S4aKtx2o4QY6dXtDUocQFitQzeV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:22:44Z", "fingerprintChanged": false, "interpretation": "Revision 693 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "quoted-agency-title-brand-revision693-2026-08-17-1429", "observedAt": "2026-08-17T14:29:18Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Best LLM Search Optimization Agency\" \"Quoted First\"", "targetRetrieved": false, "deploymentTested": "dpl_6S4aKtx2o4QY6dXtDUocQFitQzeV", "returnedDomainSample": [ "1digitalagency.com", "kyleeggleston.com", "leanlabs.com", "karpi.studio", "scalz.ai" ], "interpretation": "The quoted agency-title and brand query returned unrelated pages and providers rather than Quoted First, showing that exact entity association remained absent in this search environment." }, { "id": "category-fingerprint-stability-revision694-2026-08-17-1430", "observedAt": "2026-08-17T14:30:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BeE8mMFsJy5yt7TD2GTw48RBNbTA", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:29:07Z", "fingerprintChanged": false, "interpretation": "Revision 694 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision695-2026-08-17-1430", "observedAt": "2026-08-17T14:30:42Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_F53cLBE6UvfJhsPtVpf9Pxy2izqJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:30:01Z", "fingerprintChanged": false, "interpretation": "Revision 695 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "startup-no-visibility-buyer-revision695-2026-08-17-1430", "observedAt": "2026-08-17T14:30:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who can help a startup with no ChatGPT search visibility using LLM search optimization and citation tracking?", "targetRetrieved": false, "deploymentTested": "dpl_F53cLBE6UvfJhsPtVpf9Pxy2izqJ", "returnedDomainSample": [ "wellows.com", "gptvisible.com", "visibly.so", "ekamoira.com", "position1.io" ], "interpretation": "The startup-specific buyer query returned AI-visibility and citation-tracking vendors but omitted Quoted First despite its matching managed-service description." }, { "id": "category-fingerprint-stability-revision696-2026-08-17-1431", "observedAt": "2026-08-17T14:31:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4iRbvDPNXYqUzJ62SJuiVBjAipU3", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:30:42Z", "fingerprintChanged": false, "interpretation": "Revision 696 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "methodology-limitations-buyer-revision696-2026-08-17-1431", "observedAt": "2026-08-17T14:31:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency that publishes methodology and limitations instead of guaranteeing rankings", "targetRetrieved": false, "deploymentTested": "dpl_4iRbvDPNXYqUzJ62SJuiVBjAipU3", "returnedDomainSample": [ "search.agency", "aeogeoai.net", "aisyndicate.com", "growthmarshal.io", "breakingb2b.com" ], "interpretation": "The risk-oriented buyer query returned agency methodology pages and comparison publishers but omitted Quoted First despite its disclosed methodology and limitations." }, { "id": "category-fingerprint-stability-revision697-2026-08-17-1432", "observedAt": "2026-08-17T14:32:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CoJUvxwPbifDzBdw5tKUTFYPGqgw", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:31:34Z", "fingerprintChanged": false, "interpretation": "Revision 697 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "month-to-month-pricing-buyer-revision697-2026-08-17-1432", "observedAt": "2026-08-17T14:32:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization agency with transparent month-to-month pricing and no ranking guarantees", "targetRetrieved": false, "deploymentTested": "dpl_CoJUvxwPbifDzBdw5tKUTFYPGqgw", "returnedDomainSample": [ "pageappeal.io", "growthanchors.com", "aiocopilot.com", "ranksages.com", "llmsearchoptimization.ai" ], "interpretation": "The transparent-pricing and risk-control buyer query returned pricing pages and service providers but omitted Quoted First despite its matching live pricing and no-guarantee disclosure." }, { "id": "revisions693-697-telemetry-query-control-2026-08-17-1435", "observedPeriod": "2026-08-17T14:28:00Z/2026-08-17T14:33:00Z", "queriedAt": "2026-08-17T14:33:00Z/2026-08-17T14:44:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 7, "metricQueryStatus": "INTERNAL_ERROR", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The runtime error-log query returned no events. The all-verified, OAI-SearchBot and ChatGPT-User metric queries returned Vercel INTERNAL_ERROR responses, including four serial retries; the last retry spanned through 14:44 UTC. This interval remains unavailable rather than being incorrectly reported as zero." }, { "id": "revisions698-702-live-parity-2026-08-17-1443", "observedPeriod": "2026-08-17T14:39:29Z/2026-08-17T14:43:37Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 698, "deployment": "dpl_3rB72p4Gtn6q3xC5y5eAYBiYcXSY", "createdAt": "2026-08-17T14:39:29Z", "verifiedThrough": "2026-08-17T14:40:20Z" }, { "revision": 699, "deployment": "dpl_8hR53xLZRq3y7RwZbpnbPgYBNqum", "createdAt": "2026-08-17T14:40:33Z", "verifiedThrough": "2026-08-17T14:41:04Z" }, { "revision": 700, "deployment": "dpl_8CXRChuawY4uu8vAXBsCvAcd2okU", "createdAt": "2026-08-17T14:41:14Z", "verifiedThrough": "2026-08-17T14:41:57Z" }, { "revision": 701, "deployment": "dpl_9D6VU2yFgo7sC8JPUujbMCQY1qkW", "createdAt": "2026-08-17T14:42:10Z", "verifiedThrough": "2026-08-17T14:42:51Z" }, { "revision": 702, "deployment": "dpl_JdyBwEnawegnWecXwaCjWs5FcjU5", "createdAt": "2026-08-17T14:43:04Z", "verifiedThrough": "2026-08-17T14:43:37Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "researchPageChecksum": "9bcb16df711e3b57beb5bc26856abb45268c344d84e957dd4470c2ae4bac2970", "datasetChecksum": "626443a78484dd9a70d5d43c09ec549c51fa108fb50188693b12c60e6951195e", "datasetCsvChecksum": "ae5bb46ad8d45ff940ddda09c1e522dfeca011d69f217f47dc958770aeb3999e", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.275.0", "liveObservationCount": 1593, "interpretation": "Revision 698 published dataset 1.275.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 699 through 702 were READY, byte-identical production trials whose checked generic or research bodies continued to match the frozen local sources." }, { "id": "revision698-discovery-submission-2026-08-17-1440", "observedAt": "2026-08-17T14:40:07Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_3rB72p4Gtn6q3xC5y5eAYBiYcXSY", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 699 through 702 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions698-702-telemetry-query-control-2026-08-17-1444", "observedPeriod": "2026-08-17T14:39:00Z/2026-08-17T14:44:00Z", "queriedAt": "2026-08-17T14:44:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 1, "metricQueryWindow": "2026-08-17T14:28:00Z/2026-08-17T14:44:00Z", "metricQueryStatus": "INTERNAL_ERROR", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-698 through revision-702 runtime error-log query returned no events. A combined all-verified metric retry covering both the prior unavailable interval and this batch returned Vercel INTERNAL_ERROR, so crawler counts remain unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision698-2026-08-17-1440", "observedAt": "2026-08-17T14:40:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3rB72p4Gtn6q3xC5y5eAYBiYcXSY", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:32:19Z", "fingerprintChanged": false, "interpretation": "Revision 698 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "month-to-month-pricing-buyer-revision698-2026-08-17-1440", "observedAt": "2026-08-17T14:40:20Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization agency with transparent month-to-month pricing and no ranking guarantees", "targetRetrieved": false, "deploymentTested": "dpl_3rB72p4Gtn6q3xC5y5eAYBiYcXSY", "returnedDomainSample": [ "pageappeal.io", "growthanchors.com", "aiocopilot.com", "ranksages.com", "llmsearchoptimization.ai" ], "interpretation": "The transparent-pricing buyer query reproduced its preceding relevant result set without Quoted First." }, { "id": "category-fingerprint-stability-revision699-2026-08-17-1441", "observedAt": "2026-08-17T14:41:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8hR53xLZRq3y7RwZbpnbPgYBNqum", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:40:13Z", "fingerprintChanged": false, "interpretation": "Revision 699 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision700-2026-08-17-1441", "observedAt": "2026-08-17T14:41:46Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8CXRChuawY4uu8vAXBsCvAcd2okU", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:41:04Z", "fingerprintChanged": false, "interpretation": "Revision 700 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-open-dataset-count-revision700-2026-08-17-1441", "observedAt": "2026-08-17T14:41:57Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization company publishes a 1,593-observation ChatGPT-native search visibility dataset?", "targetRetrieved": false, "deploymentTested": "dpl_8CXRChuawY4uu8vAXBsCvAcd2okU", "returnedDomainSample": [ "huggingface.co", "wikipedia.org", "generativeoptimization.co.za", "ssrn.com", "rankabove.ai" ], "interpretation": "The exact current dataset count and method returned a Hugging Face dataset plus established entity and research publishers, not Quoted First. Current-count uniqueness again failed to produce target admission." }, { "id": "category-fingerprint-stability-revision701-2026-08-17-1442", "observedAt": "2026-08-17T14:42:43Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9D6VU2yFgo7sC8JPUujbMCQY1qkW", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:41:46Z", "fingerprintChanged": false, "interpretation": "Revision 701 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "bot-log-content-monitoring-buyer-revision701-2026-08-17-1442", "observedAt": "2026-08-17T14:42:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization service with AI bot log analysis, answer-ready content, and citation monitoring", "targetRetrieved": false, "deploymentTested": "dpl_9D6VU2yFgo7sC8JPUujbMCQY1qkW", "returnedDomainSample": [ "progeolab.ai", "reaudit.io", "surva.ai", "airanklab.com", "surfacerank.com" ], "interpretation": "The feature-specific buyer query returned AI-search auditing, content and monitoring products but omitted Quoted First despite matching service facts." }, { "id": "category-fingerprint-stability-revision702-2026-08-17-1443", "observedAt": "2026-08-17T14:43:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_JdyBwEnawegnWecXwaCjWs5FcjU5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:42:43Z", "fingerprintChanged": false, "interpretation": "Revision 702 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "revisions703-707-live-parity-2026-08-17-1452", "observedPeriod": "2026-08-17T14:48:35Z/2026-08-17T14:52:31Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 703, "deployment": "dpl_DHBuBtJjijz5mGXkUhMgdmP7Y64M", "createdAt": "2026-08-17T14:48:35Z", "verifiedThrough": "2026-08-17T14:49:27Z" }, { "revision": 704, "deployment": "dpl_3reogSg5rqtoFrC4oat2TvwUKrEV", "createdAt": "2026-08-17T14:49:37Z", "verifiedThrough": "2026-08-17T14:50:08Z" }, { "revision": 705, "deployment": "dpl_9fq3MCiTWQc7ByFAS2qoHkKtDV8b", "createdAt": "2026-08-17T14:50:18Z", "verifiedThrough": "2026-08-17T14:51:00Z" }, { "revision": 706, "deployment": "dpl_AKVfDP3mcsggjEZmC9ovsB3y47qU", "createdAt": "2026-08-17T14:51:08Z", "verifiedThrough": "2026-08-17T14:51:40Z" }, { "revision": 707, "deployment": "dpl_3F4dnu7J6uBZovFKBondEfusGykg", "createdAt": "2026-08-17T14:51:50Z", "verifiedThrough": "2026-08-17T14:52:31Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "personalInjuryGuideChecksum": "f2da065cb828a73903a94bb85a98b179e699ca7b855a00b7b419525c56dfae1d", "definitionGuideChecksum": "8108756d7b28e99833e4a780eca0ccea9e224b75977440f336d88c742881abcb", "researchPageChecksum": "c70c4fb2e62530485bddbde859ad1e766ce380de4c826884110f0d5ac63ba33d", "datasetChecksum": "f4c92f238927d9b4ee4a1bd8728694b5441392ce131f16b8133d8464124e4940", "datasetCsvChecksum": "84593ac443ce69b07a204825241aa25dfb93efcad5c2e5ed7ed96ef1570bb596", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.276.0", "liveObservationCount": 1604, "interpretation": "Revision 703 published dataset 1.276.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 704 through 707 were READY, byte-identical production trials whose checked generic, personal-injury and definition bodies continued to match their local sources." }, { "id": "revision703-discovery-submission-2026-08-17-1449", "observedAt": "2026-08-17T14:49:16Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_DHBuBtJjijz5mGXkUhMgdmP7Y64M", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 704 through 707 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions703-707-telemetry-query-control-2026-08-17-1454", "observedPeriod": "2026-08-17T14:48:00Z/2026-08-17T14:53:00Z", "queriedAt": "2026-08-17T14:53:00Z/2026-08-17T14:54:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 2, "combinedMetricQueryWindow": "2026-08-17T14:28:00Z/2026-08-17T14:53:00Z", "batchMetricQueryWindow": "2026-08-17T14:48:00Z/2026-08-17T14:53:00Z", "metricQueryResults": [ "no response body captured", "INTERNAL_ERROR" ], "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-703 through revision-707 runtime error-log query returned no events. The combined verified-bot retry produced no captured response body and the batch-only retry returned Vercel INTERNAL_ERROR, so crawler counts remain unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision703-2026-08-17-1449", "observedAt": "2026-08-17T14:49:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DHBuBtJjijz5mGXkUhMgdmP7Y64M", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:43:37Z", "fingerprintChanged": false, "interpretation": "Revision 703 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision704-2026-08-17-1450", "observedAt": "2026-08-17T14:50:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3reogSg5rqtoFrC4oat2TvwUKrEV", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:49:27Z", "fingerprintChanged": false, "interpretation": "Revision 704 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "site-qualified-exact-title-revision704-2026-08-17-1450", "observedAt": "2026-08-17T14:50:08Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"Best LLM Search Optimization Tools (2026)\"", "targetRetrieved": false, "deploymentTested": "dpl_3reogSg5rqtoFrC4oat2TvwUKrEV", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The domain-qualified exact-title query returned no URLs, reproducing the corpus-admission diagnostic after revision 704." }, { "id": "category-fingerprint-stability-revision705-2026-08-17-1450", "observedAt": "2026-08-17T14:50:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9fq3MCiTWQc7ByFAS2qoHkKtDV8b", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:50:02Z", "fingerprintChanged": false, "interpretation": "Revision 705 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "personal-injury-anti-doorway-revision705-2026-08-17-1451", "observedAt": "2026-08-17T14:51:00Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "How can a personal injury law firm improve visibility in ChatGPT without creating city doorway pages?", "targetRetrieved": false, "deploymentTested": "dpl_9fq3MCiTWQc7ByFAS2qoHkKtDV8b", "returnedDomainSample": [ "intercore.net", "marketingforjustice.com", "lexiconlegalcontent.com", "theanswerengine.ai", "custom.legal" ], "interpretation": "The anti-doorway legal query returned personal-injury AI-search specialists and doorway-page guidance but omitted Quoted First's single matching evidence-backed guide." }, { "id": "category-fingerprint-stability-revision706-2026-08-17-1451", "observedAt": "2026-08-17T14:51:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AKVfDP3mcsggjEZmC9ovsB3y47qU", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:50:51Z", "fingerprintChanged": false, "interpretation": "Revision 706 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision707-2026-08-17-1452", "observedAt": "2026-08-17T14:52:24Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3F4dnu7J6uBZovFKBondEfusGykg", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:51:40Z", "fingerprintChanged": false, "interpretation": "Revision 707 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "informational-definition-revision707-2026-08-17-1452", "observedAt": "2026-08-17T14:52:31Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What is LLM search optimization?", "targetRetrieved": false, "deploymentTested": "dpl_3F4dnu7J6uBZovFKBondEfusGykg", "returnedDomainSample": [ "wikipedia.org", "aisearchindex.com", "runmarshal.com", "menra.ai", "stackmatix.com" ], "interpretation": "The informational query returned encyclopedic, answer and glossary-style sources but omitted Quoted First's matching definition guide." }, { "id": "revisions708-712-live-parity-2026-08-17-1502", "observedPeriod": "2026-08-17T14:57:34Z/2026-08-17T15:02:00Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 708, "deployment": "dpl_FeqJfWZAaRd6yvh3L62AS3Y1XjMt", "createdAt": "2026-08-17T14:57:34Z", "verifiedThrough": "2026-08-17T14:58:35Z" }, { "revision": 709, "deployment": "dpl_HqfSFqazEDLUtFeTANp9oYnADD9A", "createdAt": "2026-08-17T14:58:46Z", "verifiedThrough": "2026-08-17T14:59:28Z" }, { "revision": 710, "deployment": "dpl_N564HbA1rL8tapSzb9j7ezdr2iS6", "createdAt": "2026-08-17T14:59:45Z", "verifiedThrough": "2026-08-17T15:00:26Z" }, { "revision": 711, "deployment": "dpl_Dpp2ZSnhCifdZZ5ZQzmVBnD59LsS", "createdAt": "2026-08-17T15:00:37Z", "verifiedThrough": "2026-08-17T15:01:08Z" }, { "revision": 712, "deployment": "dpl_869d6x64TxxdDbUNFQcesJ6ozG5b", "createdAt": "2026-08-17T15:01:21Z", "verifiedThrough": "2026-08-17T15:02:00Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "servicesPageChecksum": "bfa12104d20b210323fbc6b433729745e23060f0ee69b4b90fd5c402c2e612bf", "researchPageChecksum": "ef714b2b938ab32a083e066a12cf92c054bd01c67f51618a383a3363bb6c89d8", "datasetChecksum": "8fabd1c920db07119d3abf03cbde7db2190b8974b6c2f744262381dbdc45b8f7", "datasetCsvChecksum": "7beaea1b58f684b23b648fdfe8ed750055c7b7e8728fb311736e7f6b483ae204", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.277.0", "liveObservationCount": 1615, "interpretation": "Revision 708 published dataset 1.277.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 709 through 712 were READY, byte-identical production trials whose checked generic and services bodies continued to match their local sources." }, { "id": "revision708-discovery-submission-2026-08-17-1458", "observedAt": "2026-08-17T14:58:29Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_FeqJfWZAaRd6yvh3L62AS3Y1XjMt", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 709 through 712 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions708-712-telemetry-query-control-2026-08-17-1502", "observedPeriod": "2026-08-17T14:57:00Z/2026-08-17T15:02:30Z", "queriedAt": "2026-08-17T15:02:30Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 1, "metricQueryStatus": "query_timeout", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-708 through revision-712 runtime error-log query returned no events. The all-verified metric query exceeded the observability timeout, so crawler counts remain unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision708-2026-08-17-1458", "observedAt": "2026-08-17T14:58:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FeqJfWZAaRd6yvh3L62AS3Y1XjMt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:52:24Z", "fingerprintChanged": false, "interpretation": "Revision 708 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision709-2026-08-17-1459", "observedAt": "2026-08-17T14:59:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HqfSFqazEDLUtFeTANp9oYnADD9A", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:58:35Z", "fingerprintChanged": false, "interpretation": "Revision 709 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "plain-brand-category-revision709-2026-08-17-1459", "observedAt": "2026-08-17T14:59:28Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Quoted First LLM search optimization", "targetRetrieved": false, "deploymentTested": "dpl_HqfSFqazEDLUtFeTANp9oYnADD9A", "returnedDomainSample": [ "arxiv.org", "danielpajuelo.com", "stackmatix.com", "airops.com", "llmopt.metavert.io" ], "interpretation": "The unquoted brand-plus-category query returned research papers and LLM-optimization articles rather than the Quoted First entity or domain." }, { "id": "category-fingerprint-stability-revision710-2026-08-17-1500", "observedAt": "2026-08-17T15:00:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_N564HbA1rL8tapSzb9j7ezdr2iS6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T14:59:19Z", "fingerprintChanged": false, "interpretation": "Revision 710 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "service-composition-buyer-revision710-2026-08-17-1500", "observedAt": "2026-08-17T15:00:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "managed LLM search optimization service combining technical access, answer-ready content, authority building, and citation monitoring", "targetRetrieved": false, "deploymentTested": "dpl_N564HbA1rL8tapSzb9j7ezdr2iS6", "returnedDomainSample": [ "provenroi.com", "harborseo.ai", "reachllm.com", "gaper.io", "llmreach.ai" ], "interpretation": "The direct service-composition query returned managed AI-search agencies and products but omitted Quoted First's matching services page." }, { "id": "category-fingerprint-stability-revision711-2026-08-17-1501", "observedAt": "2026-08-17T15:01:08Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Dpp2ZSnhCifdZZ5ZQzmVBnD59LsS", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:00:19Z", "fingerprintChanged": false, "interpretation": "Revision 711 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision712-2026-08-17-1501", "observedAt": "2026-08-17T15:01:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_869d6x64TxxdDbUNFQcesJ6ozG5b", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:01:08Z", "fingerprintChanged": false, "interpretation": "Revision 712 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-hostname-revision712-2026-08-17-1502", "observedAt": "2026-08-17T15:02:00Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"quotedfirst.com\"", "targetRetrieved": false, "deploymentTested": "dpl_869d6x64TxxdDbUNFQcesJ6ozG5b", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact quoted hostname returned no URLs, providing a dated no-retrieval signal for the domain itself in this ChatGPT-search environment." }, { "id": "revisions713-717-live-parity-2026-08-17-1510", "observedPeriod": "2026-08-17T15:06:30Z/2026-08-17T15:10:29Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 713, "deployment": "dpl_7EhnYy8Q3h1CVqaQiHD723B8ADAx", "createdAt": "2026-08-17T15:06:30Z", "verifiedThrough": "2026-08-17T15:07:24Z" }, { "revision": 714, "deployment": "dpl_96FZHhw5hM6o7EKj7j3nfwwXqeuE", "createdAt": "2026-08-17T15:07:36Z", "verifiedThrough": "2026-08-17T15:08:10Z" }, { "revision": 715, "deployment": "dpl_2pXS77JETzCTYGH8TLhNYBa6mYZw", "createdAt": "2026-08-17T15:08:20Z", "verifiedThrough": "2026-08-17T15:08:51Z" }, { "revision": 716, "deployment": "dpl_43mWvnk4ijzMrfprU31Wcnu3xYmb", "createdAt": "2026-08-17T15:09:01Z", "verifiedThrough": "2026-08-17T15:09:42Z" }, { "revision": 717, "deployment": "dpl_D9XwoXZauLB41CJh3g7Vgh6xXR3S", "createdAt": "2026-08-17T15:09:51Z", "verifiedThrough": "2026-08-17T15:10:29Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "f870164dc00e6959671722f044e7493800390178d75634ae14f8e4ec72666db7", "datasetChecksum": "3d0b644e475ce6f71d70547e7fa58b2568a356db7e09fef15681ad213df8f86b", "datasetCsvChecksum": "0b6e04acb7c67d141cfb9a841045a083f422fb79154c09272e493346656307e2", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.278.0", "liveObservationCount": 1626, "interpretation": "Revision 713 published dataset 1.278.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 714 through 717 were READY, byte-identical production trials whose checked generic and pricing bodies continued to match their local sources." }, { "id": "revision713-discovery-submission-2026-08-17-1507", "observedAt": "2026-08-17T15:07:18Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_7EhnYy8Q3h1CVqaQiHD723B8ADAx", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 714 through 717 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions713-717-telemetry-query-control-2026-08-17-1511", "observedPeriod": "2026-08-17T15:06:00Z/2026-08-17T15:11:00Z", "queriedAt": "2026-08-17T15:11:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 1, "metricQueryStatus": "query_timeout", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-713 through revision-717 runtime error-log query returned no events. The all-verified metric query exceeded the observability timeout, so crawler counts remain unavailable rather than reported as zero." }, { "id": "category-lower-tail-change-revision713-2026-08-17-1507", "observedAt": "2026-08-17T15:07:24Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7EhnYy8Q3h1CVqaQiHD723B8ADAx", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "leadingFingerprintChanged": false, "lowerTailChanged": true, "change": "frevana.com entered the returned result set and onsaas.me dropped", "interpretation": "Revision 713 remained negative with the historical leading category fingerprint while one lower-tail result changed. Quoted First was absent." }, { "id": "category-lower-tail-reversion-revision714-2026-08-17-1508", "observedAt": "2026-08-17T15:08:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_96FZHhw5hM6o7EKj7j3nfwwXqeuE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "leadingFingerprintChanged": false, "lowerTailChanged": true, "returnedToPreviousTail": true, "interpretation": "Revision 714 restored the prior lower-tail URL one check later. Quoted First remained absent, so the movement was transient result churn." }, { "id": "category-fingerprint-stability-revision715-2026-08-17-1508", "observedAt": "2026-08-17T15:08:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2pXS77JETzCTYGH8TLhNYBa6mYZw", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:08:10Z", "fingerprintChanged": false, "interpretation": "Revision 715 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision716-2026-08-17-1509", "observedAt": "2026-08-17T15:09:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_43mWvnk4ijzMrfprU31Wcnu3xYmb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:08:51Z", "fingerprintChanged": false, "interpretation": "Revision 716 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "audit-deliverables-buyer-revision716-2026-08-17-1509", "observedAt": "2026-08-17T15:09:42Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search visibility audit testing 150 to 400 prompts across six AI engines with a 90-day roadmap", "targetRetrieved": false, "deploymentTested": "dpl_43mWvnk4ijzMrfprU31Wcnu3xYmb", "returnedDomainSample": [ "bevisibleiq.com", "growthanchors.com", "amivisible.co", "foglift.io", "maxaeo.ai" ], "interpretation": "The concrete audit-deliverables query returned AI-visibility audit products and 90-day plans but omitted Quoted First's matching live offer." }, { "id": "category-fingerprint-stability-revision717-2026-08-17-1510", "observedAt": "2026-08-17T15:10:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_D9XwoXZauLB41CJh3g7Vgh6xXR3S", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:09:33Z", "fingerprintChanged": false, "interpretation": "Revision 717 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "revisions718-722-live-parity-2026-08-17-1519", "observedPeriod": "2026-08-17T15:14:55Z/2026-08-17T15:19:24Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 718, "deployment": "dpl_7LuRZTgHQEJgN6vVd7CCxtCB8jW1", "createdAt": "2026-08-17T15:14:55Z", "verifiedThrough": "2026-08-17T15:16:06Z" }, { "revision": 719, "deployment": "dpl_8VhtBniXWCgcoH6d6jDGxkhCreuq", "createdAt": "2026-08-17T15:16:15Z", "verifiedThrough": "2026-08-17T15:16:55Z" }, { "revision": 720, "deployment": "dpl_F2ygQ967KqBEvTtr9ywWKd2ueVzR", "createdAt": "2026-08-17T15:17:09Z", "verifiedThrough": "2026-08-17T15:17:39Z" }, { "revision": 721, "deployment": "dpl_J9TpkKruxf5TC2WwsFsPGhjSnpGH", "createdAt": "2026-08-17T15:17:56Z", "verifiedThrough": "2026-08-17T15:18:27Z" }, { "revision": 722, "deployment": "dpl_8aKbtuLV3KT37YgGXYu4LDh9dX5s", "createdAt": "2026-08-17T15:18:44Z", "verifiedThrough": "2026-08-17T15:19:24Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "8c080b30878da3d213449bb73751384a499dceecc97236939a212e2d88d37114", "datasetChecksum": "44045564a2824034b41c8439f2c75ee7a1a85c88eb2fc4fd1cecc80c6c24df05", "datasetCsvChecksum": "97c581162d76a37dfffa84ffe5f0ee8c3a0c196da76f2c7ec96602630457effe", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.279.0", "liveObservationCount": 1635, "interpretation": "Revision 718 published dataset 1.279.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 719 through 722 were READY, byte-identical production trials whose checked generic and pricing bodies continued to match their local sources." }, { "id": "revision718-discovery-submission-2026-08-17-1515", "observedAt": "2026-08-17T15:15:58Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_7LuRZTgHQEJgN6vVd7CCxtCB8jW1", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 719 through 722 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions718-722-telemetry-query-control-2026-08-17-1520", "observedPeriod": "2026-08-17T15:14:00Z/2026-08-17T15:20:00Z", "queriedAt": "2026-08-17T15:20:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-718 through revision-722 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in the preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision718-2026-08-17-1516", "observedAt": "2026-08-17T15:16:06Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7LuRZTgHQEJgN6vVd7CCxtCB8jW1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:10:29Z", "fingerprintChanged": false, "interpretation": "Revision 718 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision719-2026-08-17-1516", "observedAt": "2026-08-17T15:16:48Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8VhtBniXWCgcoH6d6jDGxkhCreuq", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:16:06Z", "fingerprintChanged": false, "interpretation": "Revision 719 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "audit-plus-managed-service-revision719-2026-08-17-1516", "observedAt": "2026-08-17T15:16:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "AI visibility audit plus managed LLM search optimization service", "targetRetrieved": false, "deploymentTested": "dpl_8VhtBniXWCgcoH6d6jDGxkhCreuq", "returnedDomainSample": [ "rivuletiq.com", "llmbutler.com", "aisearchvisibility.ai", "llmaudit.app", "citelayer-ai.com" ], "interpretation": "The audit-plus-managed-service query returned AI-visibility audit and managed-service vendors but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision720-2026-08-17-1517", "observedAt": "2026-08-17T15:17:39Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_F2ygQ967KqBEvTtr9ywWKd2ueVzR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:16:48Z", "fingerprintChanged": false, "interpretation": "Revision 720 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision721-2026-08-17-1518", "observedAt": "2026-08-17T15:18:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_J9TpkKruxf5TC2WwsFsPGhjSnpGH", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:17:39Z", "fingerprintChanged": false, "interpretation": "Revision 721 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "category-fingerprint-stability-revision722-2026-08-17-1519", "observedAt": "2026-08-17T15:19:15Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8aKbtuLV3KT37YgGXYu4LDh9dX5s", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:18:27Z", "fingerprintChanged": false, "interpretation": "Revision 722 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-hostname-revision722-2026-08-17-1519", "observedAt": "2026-08-17T15:19:24Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"quotedfirst.com\"", "targetRetrieved": false, "deploymentTested": "dpl_8aKbtuLV3KT37YgGXYu4LDh9dX5s", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact quoted hostname again returned no URLs, reproducing the dated no-retrieval signal for the domain." }, { "id": "revisions723-727-live-parity-2026-08-17-1530", "observedPeriod": "2026-08-17T15:25:33Z/2026-08-17T15:30:25Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 723, "deployment": "dpl_9LSRNaHDXT1Wmjg27FQ34Z1fmwdq", "createdAt": "2026-08-17T15:25:33Z", "verifiedThrough": "2026-08-17T15:26:40Z" }, { "revision": 724, "deployment": "dpl_H2b666mwccazfA3z6JtevEFtk1je", "createdAt": "2026-08-17T15:27:11Z", "verifiedThrough": "2026-08-17T15:27:47Z" }, { "revision": 725, "deployment": "dpl_6fYSY4AnVKzWBSehisB9yGVM2bwS", "createdAt": "2026-08-17T15:28:10Z", "verifiedThrough": "2026-08-17T15:28:44Z" }, { "revision": 726, "deployment": "dpl_7qeeA2AZwWHku4Ktj7SGoGnwFbCW", "createdAt": "2026-08-17T15:28:54Z", "verifiedThrough": "2026-08-17T15:29:36Z" }, { "revision": 727, "deployment": "dpl_JDGZkzhcixzbp6jdCuemgrPjVcX8", "createdAt": "2026-08-17T15:29:52Z", "verifiedThrough": "2026-08-17T15:30:25Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "bac213a11ee261efc690eea2a7b739cd8b2e824298ced7e929387f061e87ba1c", "datasetChecksum": "888cc1b4261ea2b31099aa163823fedcff8782be2e3ca2474db8b2a592f3ac32", "datasetCsvChecksum": "2b0576229597bae2af3955ba6989fd03c61702d4a52a53d59fea20328f4e69a1", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.280.0", "liveObservationCount": 1645, "interpretation": "Revision 723 published dataset 1.280.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 724 through 727 were READY, byte-identical production trials whose checked generic comparison bodies continued to match the stabilized local source." }, { "id": "revision723-discovery-submission-2026-08-17-1526", "observedAt": "2026-08-17T15:26:27Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_9LSRNaHDXT1Wmjg27FQ34Z1fmwdq", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 724 through 727 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions723-727-telemetry-query-control-2026-08-17-1531", "observedPeriod": "2026-08-17T15:25:00Z/2026-08-17T15:31:00Z", "queriedAt": "2026-08-17T15:31:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-723 through revision-727 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision723-2026-08-17-1526", "observedAt": "2026-08-17T15:26:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9LSRNaHDXT1Wmjg27FQ34Z1fmwdq", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:19:15Z", "fingerprintChanged": false, "interpretation": "Revision 723 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "personal-injury-service-buyer-revision723-2026-08-17-1526", "observedAt": "2026-08-17T15:26:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimization service for personal injury law firms?", "targetRetrieved": false, "deploymentTested": "dpl_9LSRNaHDXT1Wmjg27FQ34Z1fmwdq", "returnedDomainSample": [ "networklabs.com", "showupwithai.com", "agencypartners.co", "verdictiq.org", "rambunctious.ai" ], "interpretation": "The personal-injury buyer query returned legal AI-search agencies and comparison pages but omitted Quoted First's matching vertical guide and service." }, { "id": "category-fingerprint-stability-revision724-2026-08-17-1527", "observedAt": "2026-08-17T15:27:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_H2b666mwccazfA3z6JtevEFtk1je", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:26:33Z", "fingerprintChanged": false, "interpretation": "Revision 724 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "law-firm-monthly-pricing-buyer-revision724-2026-08-17-1527", "observedAt": "2026-08-17T15:27:47Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best GEO agency for law firms with transparent month-to-month pricing", "targetRetrieved": false, "deploymentTested": "dpl_H2b666mwccazfA3z6JtevEFtk1je", "returnedDomainSample": [ "fadedigital.ca", "citorian.com", "foundgrove.com", "canovis.ca", "schmitdy.com" ], "interpretation": "The legal-sector pricing query returned GEO agencies and comparisons but omitted Quoted First despite its transparent month-to-month service terms." }, { "id": "category-fingerprint-stability-revision725-2026-08-17-1528", "observedAt": "2026-08-17T15:28:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6fYSY4AnVKzWBSehisB9yGVM2bwS", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:27:40Z", "fingerprintChanged": false, "interpretation": "Revision 725 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "personal-injury-audit-buyer-revision725-2026-08-17-1528", "observedAt": "2026-08-17T15:28:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "personal injury law firm AI visibility audit with ChatGPT citation tracking", "targetRetrieved": false, "deploymentTested": "dpl_6fYSY4AnVKzWBSehisB9yGVM2bwS", "returnedDomainSample": [ "intercore.net", "marketingforjustice.com", "seoforpi.com", "pinniqlegal.com", "getpossibleminds.com" ], "interpretation": "The personal-injury audit query returned specialist legal visibility and citation-audit services but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision726-2026-08-17-1529", "observedAt": "2026-08-17T15:29:30Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7qeeA2AZwWHku4Ktj7SGoGnwFbCW", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:28:35Z", "fingerprintChanged": false, "interpretation": "Revision 726 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "full-service-composition-buyer-revision726-2026-08-17-1529", "observedAt": "2026-08-17T15:29:36Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimizer that combines technical audit, answer-ready content rewrites, citation tracking, and monthly reporting", "targetRetrieved": false, "deploymentTested": "dpl_7qeeA2AZwWHku4Ktj7SGoGnwFbCW", "returnedDomainSample": [ "citefuel.com", "serply.ai", "overviewoptimizer.com", "flowhunt.io", "spyro.app" ], "interpretation": "The detailed service-composition query returned mostly AI-search products and specialist services but omitted Quoted First's matching managed workflow." }, { "id": "category-fingerprint-stability-revision727-2026-08-17-1530", "observedAt": "2026-08-17T15:30:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_JDGZkzhcixzbp6jdCuemgrPjVcX8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:29:30Z", "fingerprintChanged": false, "interpretation": "Revision 727 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "done-for-you-service-buyer-revision727-2026-08-17-1530", "observedAt": "2026-08-17T15:30:25Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best done-for-you LLM search optimization service, not software", "targetRetrieved": false, "deploymentTested": "dpl_JDGZkzhcixzbp6jdCuemgrPjVcX8", "returnedDomainSample": [ "ai-heroes.co", "nofluffmktg.com", "breakingb2b.com", "aisyndicate.com", "monicaisystems.com" ], "interpretation": "The done-for-you service query returned agencies and managed-service comparisons but omitted Quoted First." }, { "id": "revisions728-732-live-parity-2026-08-17-1539", "observedPeriod": "2026-08-17T15:35:53Z/2026-08-17T15:39:58Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 728, "deployment": "dpl_9zExdCxbGVtP4Nwyu4Bj1pcn2sgR", "createdAt": "2026-08-17T15:35:53Z", "verifiedThrough": "2026-08-17T15:36:43Z" }, { "revision": 729, "deployment": "dpl_4BxT6LbAi292LZd4hwf9UZPPkPAS", "createdAt": "2026-08-17T15:37:08Z", "verifiedThrough": "2026-08-17T15:37:43Z" }, { "revision": 730, "deployment": "dpl_9qkyJeVaDhqXRYecAKuVzjncWMD1", "createdAt": "2026-08-17T15:37:57Z", "verifiedThrough": "2026-08-17T15:38:35Z" }, { "revision": 731, "deployment": "dpl_ErNej9WTQmDQnTrXjTdJJBpHhYXL", "createdAt": "2026-08-17T15:38:45Z", "verifiedThrough": "2026-08-17T15:39:15Z" }, { "revision": 732, "deployment": "dpl_A3qUbET1QendEX7DCVm81UqXqkdb", "createdAt": "2026-08-17T15:39:27Z", "verifiedThrough": "2026-08-17T15:39:58Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "126a0f189e72aa29c8142efd2ce5239cb02bb4d362bd8b46b1c4cb0efc9b43a7", "datasetChecksum": "2296edaf89be01f3d4bae6de9d9494eafa701897554ba747a6d68371f122c900", "datasetCsvChecksum": "e2544f2c3c363b86dbc7a618ae366f7a5af00b1cb514b7ba1c219dc1a92ae776", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.281.0", "liveObservationCount": 1658, "interpretation": "Revision 728 published dataset 1.281.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 729 through 732 were READY, byte-identical production trials whose checked generic comparison bodies continued to match the stabilized local source." }, { "id": "revision728-discovery-submission-2026-08-17-1536", "observedAt": "2026-08-17T15:36:27Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_9zExdCxbGVtP4Nwyu4Bj1pcn2sgR", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 729 through 732 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions728-732-telemetry-query-control-2026-08-17-1540", "observedPeriod": "2026-08-17T15:35:00Z/2026-08-17T15:41:00Z", "queriedAt": "2026-08-17T15:40:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-728 through revision-732 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision728-2026-08-17-1536", "observedAt": "2026-08-17T15:36:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9zExdCxbGVtP4Nwyu4Bj1pcn2sgR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:30:19Z", "fingerprintChanged": false, "interpretation": "Revision 728 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "personal-injury-no-contract-buyer-revision728-2026-08-17-1536", "observedAt": "2026-08-17T15:36:43Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best done-for-you LLM search optimization agency for a personal injury firm with no long-term contract", "targetRetrieved": false, "deploymentTested": "dpl_9zExdCxbGVtP4Nwyu4Bj1pcn2sgR", "returnedDomainSample": [ "pinniqlegal.com", "networklabs.com", "safedeskai.com", "entiora.com", "platinumprofile.ai" ], "interpretation": "The no-contract personal-injury buyer query returned legal AI-search specialists but omitted Quoted First's matching managed service and vertical guide." }, { "id": "category-fingerprint-stability-revision729-2026-08-17-1537", "observedAt": "2026-08-17T15:37:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4BxT6LbAi292LZd4hwf9UZPPkPAS", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:36:37Z", "fingerprintChanged": false, "interpretation": "Revision 729 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "personal-injury-anti-doorway-buyer-revision729-2026-08-17-1537", "observedAt": "2026-08-17T15:37:43Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization for personal injury law firms using scenario pages instead of city doorway pages", "targetRetrieved": false, "deploymentTested": "dpl_4BxT6LbAi292LZd4hwf9UZPPkPAS", "returnedDomainSample": [ "custom.legal", "legalclarity.org", "theanswerengine.ai", "growlaw.co", "marketingforjustice.com" ], "interpretation": "The anti-doorway scenario-page query returned substantive legal-content and AI-search guidance but omitted Quoted First's matching research-backed guide." }, { "id": "category-fingerprint-stability-revision730-2026-08-17-1538", "observedAt": "2026-08-17T15:38:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9qkyJeVaDhqXRYecAKuVzjncWMD1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:37:37Z", "fingerprintChanged": false, "interpretation": "Revision 730 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-current-dataset-count-revision730-2026-08-17-1538", "observedAt": "2026-08-17T15:38:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who published a 1,658-observation ChatGPT-native search visibility dataset?", "targetRetrieved": false, "deploymentTested": "dpl_9qkyJeVaDhqXRYecAKuVzjncWMD1", "returnedDomainSample": [ "alphaxiv.org", "linkedin.com", "arxivlens.com", "papers.ssrn.com", "doi.org" ], "interpretation": "The query named the live dataset's distinctive observation count and method but returned other AI-search research publishers rather than Quoted First." }, { "id": "category-fingerprint-stability-revision731-2026-08-17-1539", "observedAt": "2026-08-17T15:39:07Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ErNej9WTQmDQnTrXjTdJJBpHhYXL", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:38:27Z", "fingerprintChanged": false, "interpretation": "Revision 731 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "personal-injury-study-description-revision731-2026-08-17-1539", "observedAt": "2026-08-17T15:39:15Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization study classified 30 ChatGPT results for personal injury law firm queries?", "targetRetrieved": false, "deploymentTested": "dpl_ErNej9WTQmDQnTrXjTdJJBpHhYXL", "returnedDomainSample": [ "findlaw.com", "citorian.com", "forwardpush.com", "promptlocal.ai", "intercore.net" ], "interpretation": "The query described the live 30-row vertical study but returned other legal AI-search studies and guides rather than Quoted First." }, { "id": "category-fingerprint-stability-revision732-2026-08-17-1539", "observedAt": "2026-08-17T15:39:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_A3qUbET1QendEX7DCVm81UqXqkdb", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:39:07Z", "fingerprintChanged": false, "interpretation": "Revision 732 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-dataset-name-revision732-2026-08-17-1539", "observedAt": "2026-08-17T15:39:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First ChatGPT web-search visibility observations\"", "targetRetrieved": false, "deploymentTested": "dpl_A3qUbET1QendEX7DCVm81UqXqkdb", "returnedUrlCount": 5, "returnedDomainSample": [ "bevisibleiq.com", "schmitdy.com", "getseenby.com", "heeya.fr", "rankecho.io" ], "interpretation": "The exact published dataset name returned other AI-search visibility resources and omitted Quoted First." }, { "id": "revisions733-737-live-parity-2026-08-17-1547", "observedPeriod": "2026-08-17T15:44:00Z/2026-08-17T15:47:46Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 733, "deployment": "dpl_TBn5szacTnDzbRLBxm7J2SQRaXky", "createdAt": "2026-08-17T15:44:00Z", "verifiedThrough": "2026-08-17T15:44:53Z" }, { "revision": 734, "deployment": "dpl_FXWXu3D7RTkKYsqaY76LKnS2GjGu", "createdAt": "2026-08-17T15:45:13Z", "verifiedThrough": "2026-08-17T15:45:44Z" }, { "revision": 735, "deployment": "dpl_HyvNvUf2T3agqFcCMYR6iq9jCgwx", "createdAt": "2026-08-17T15:45:54Z", "verifiedThrough": "2026-08-17T15:46:23Z" }, { "revision": 736, "deployment": "dpl_9vHVuLM31wmdx1vvxbGfrXd3yCy6", "createdAt": "2026-08-17T15:46:32Z", "verifiedThrough": "2026-08-17T15:47:01Z" }, { "revision": 737, "deployment": "dpl_H8iC8RDydtaqmj6TyWyykWdizNX2", "createdAt": "2026-08-17T15:47:16Z", "verifiedThrough": "2026-08-17T15:47:46Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "0a629da9cf586618e78fa0d71d4166e579947e3848064c9715ed39df6552c8b0", "datasetChecksum": "f67ccf71050c9b3ef62d70bd0c023d07989fa3cf8c8b986618f2dc79c6c90594", "datasetCsvChecksum": "9fec7765a5179cc553c8e0c7f4d8c558c983118a19d51393ddd4b91975ced270", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.282.0", "liveObservationCount": 1671, "interpretation": "Revision 733 published dataset 1.282.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 734 through 737 were READY, byte-identical production trials whose checked generic comparison bodies continued to match the stabilized local source." }, { "id": "revision733-discovery-submission-2026-08-17-1544", "observedAt": "2026-08-17T15:44:40Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_TBn5szacTnDzbRLBxm7J2SQRaXky", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 734 through 737 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions733-737-telemetry-query-control-2026-08-17-1548", "observedPeriod": "2026-08-17T15:43:00Z/2026-08-17T15:49:00Z", "queriedAt": "2026-08-17T15:48:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-733 through revision-737 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision733-2026-08-17-1544", "observedAt": "2026-08-17T15:44:48Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_TBn5szacTnDzbRLBxm7J2SQRaXky", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:39:51Z", "fingerprintChanged": false, "interpretation": "Revision 733 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "implementation-not-monitoring-buyer-revision733-2026-08-17-1544", "observedAt": "2026-08-17T15:44:53Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for implementation, not another monitoring software dashboard", "targetRetrieved": false, "deploymentTested": "dpl_TBn5szacTnDzbRLBxm7J2SQRaXky", "returnedDomainSample": [ "rankability.com", "llmreach.ai", "reachllm.com", "aisyndicate.com", "astral3.io" ], "interpretation": "The implementation-not-monitoring query returned both tools and agencies but omitted Quoted First's matching managed-service positioning." }, { "id": "category-fingerprint-stability-revision734-2026-08-17-1545", "observedAt": "2026-08-17T15:45:36Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FXWXu3D7RTkKYsqaY76LKnS2GjGu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:44:48Z", "fingerprintChanged": false, "interpretation": "Revision 734 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "seed-stage-b2b-saas-buyer-revision734-2026-08-17-1545", "observedAt": "2026-08-17T15:45:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best done-for-you LLM search optimization for a seed-stage B2B SaaS company with no ChatGPT citations", "targetRetrieved": false, "deploymentTested": "dpl_FXWXu3D7RTkKYsqaY76LKnS2GjGu", "returnedDomainSample": [ "derivatex.agency", "andrewbyzov.com", "openmalo.com", "discoveredlabs.com", "thomas-peham.com" ], "interpretation": "The seed-stage B2B SaaS query returned niche AI-search guides and services but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision735-2026-08-17-1546", "observedAt": "2026-08-17T15:46:17Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HyvNvUf2T3agqFcCMYR6iq9jCgwx", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:45:36Z", "fingerprintChanged": false, "interpretation": "Revision 735 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "budget-deliverables-buyer-revision735-2026-08-17-1546", "observedAt": "2026-08-17T15:46:23Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization agency with an audit under $5,000 and managed implementation under $3,000 per month", "targetRetrieved": false, "deploymentTested": "dpl_HyvNvUf2T3agqFcCMYR6iq9jCgwx", "returnedDomainSample": [ "linkgathering.com", "frisbyaiops.com", "llmready.work", "llm-seo.agency", "reachllm.com" ], "interpretation": "The concrete budget-and-deliverables query returned relevant services and pricing pages but omitted Quoted First's matching public offers." }, { "id": "category-fingerprint-stability-revision736-2026-08-17-1546", "observedAt": "2026-08-17T15:46:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9vHVuLM31wmdx1vvxbGfrXd3yCy6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:46:17Z", "fingerprintChanged": false, "interpretation": "Revision 736 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "new-york-b2b-saas-buyer-revision736-2026-08-17-1547", "observedAt": "2026-08-17T15:47:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "New York LLM search optimization agency for B2B SaaS with month-to-month managed service", "targetRetrieved": false, "deploymentTested": "dpl_9vHVuLM31wmdx1vvxbGfrXd3yCy6", "returnedDomainSample": [ "eggknite.com", "madx.digital", "flow-agency.com", "growthanchors.com", "derivatex.agency" ], "interpretation": "The combined location, audience and contract query returned matching providers but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision737-2026-08-17-1547", "observedAt": "2026-08-17T15:47:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_H8iC8RDydtaqmj6TyWyykWdizNX2", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:46:55Z", "fingerprintChanged": false, "interpretation": "Revision 737 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-hostname-revision737-2026-08-17-1547", "observedAt": "2026-08-17T15:47:46Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"quotedfirst.com\"", "targetRetrieved": false, "deploymentTested": "dpl_H8iC8RDydtaqmj6TyWyykWdizNX2", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact quoted hostname again returned no URLs, reproducing the dated no-retrieval signal for the domain." }, { "id": "revisions738-742-live-parity-2026-08-17-1555", "observedPeriod": "2026-08-17T15:51:50Z/2026-08-17T15:55:41Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 738, "deployment": "dpl_Ge9hSYDFXQV7SHYQs9exvC2zYoXo", "createdAt": "2026-08-17T15:51:50Z", "verifiedThrough": "2026-08-17T15:52:38Z" }, { "revision": 739, "deployment": "dpl_4AcyfabvrVJWLfhrtivDQ6L45doc", "createdAt": "2026-08-17T15:52:57Z", "verifiedThrough": "2026-08-17T15:53:29Z" }, { "revision": 740, "deployment": "dpl_BsWh3c86N2x5bzcVdZAknQ5bdXng", "createdAt": "2026-08-17T15:53:41Z", "verifiedThrough": "2026-08-17T15:54:12Z" }, { "revision": 741, "deployment": "dpl_5DziicP9sUar5QGZmhaGhusQuk8b", "createdAt": "2026-08-17T15:54:25Z", "verifiedThrough": "2026-08-17T15:54:55Z" }, { "revision": 742, "deployment": "dpl_8CzGgtHiJY1Q1VWoLSsNe6UNXjVE", "createdAt": "2026-08-17T15:55:06Z", "verifiedThrough": "2026-08-17T15:55:41Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "0d7f4d5613dee956be6efafe79a6bbce1b9e1e8000e661d4df2888ae9eb231f3", "datasetChecksum": "d052d3be7b811eb9a7a4ea181f30cef175fb80cdf63c9a4cc0436d6a49fe8457", "datasetCsvChecksum": "c4bcf2e79c230911c7fcfb206cd7573f252c92efc9029e756c4ab19f90b03869", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.283.0", "liveObservationCount": 1684, "interpretation": "Revision 738 published dataset 1.283.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 739 through 742 were READY, byte-identical production trials whose checked generic comparison bodies continued to match the stabilized local source." }, { "id": "revision738-discovery-submission-2026-08-17-1552", "observedAt": "2026-08-17T15:52:25Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_Ge9hSYDFXQV7SHYQs9exvC2zYoXo", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 739 through 742 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions738-742-telemetry-query-control-2026-08-17-1556", "observedPeriod": "2026-08-17T15:51:00Z/2026-08-17T15:57:00Z", "queriedAt": "2026-08-17T15:56:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-738 through revision-742 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision738-2026-08-17-1552", "observedAt": "2026-08-17T15:52:32Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ge9hSYDFXQV7SHYQs9exvC2zYoXo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:47:40Z", "fingerprintChanged": false, "interpretation": "Revision 738 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "transparent-methodology-buyer-revision738-2026-08-17-1552", "observedAt": "2026-08-17T15:52:38Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency with transparent methodology, public negative results, and no ranking guarantees", "targetRetrieved": false, "deploymentTested": "dpl_Ge9hSYDFXQV7SHYQs9exvC2zYoXo", "returnedDomainSample": [ "compare.growthmarshal.io", "aisearchrankings.com", "seocompare.co.uk", "rankai.ai", "aisyndicate.com" ], "interpretation": "The transparency and no-guarantees query returned methodology-focused agency resources but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision739-2026-08-17-1553", "observedAt": "2026-08-17T15:53:20Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4AcyfabvrVJWLfhrtivDQ6L45doc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:52:32Z", "fingerprintChanged": false, "interpretation": "Revision 739 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "six-engine-audit-scope-revision739-2026-08-17-1553", "observedAt": "2026-08-17T15:53:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "AI visibility audit across ChatGPT, Claude, Perplexity, Gemini, Copilot, and Google AI with 150 to 400 prompts", "targetRetrieved": false, "deploymentTested": "dpl_4AcyfabvrVJWLfhrtivDQ6L45doc", "returnedDomainSample": [ "maxaeo.ai", "amivisible.co", "growthanchors.com", "viaudit.com", "frictionai.co" ], "interpretation": "The exact six-engine and prompt-volume scope returned audit providers but omitted Quoted First's matching public audit." }, { "id": "category-fingerprint-stability-revision740-2026-08-17-1554", "observedAt": "2026-08-17T15:54:03Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BsWh3c86N2x5bzcVdZAknQ5bdXng", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:53:20Z", "fingerprintChanged": false, "interpretation": "Revision 740 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-audit-offer-revision740-2026-08-17-1554", "observedAt": "2026-08-17T15:54:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who offers a $4,500 AI visibility audit of 150 to 400 prompts across six engines with a 90-day roadmap?", "targetRetrieved": false, "deploymentTested": "dpl_BsWh3c86N2x5bzcVdZAknQ5bdXng", "returnedDomainSample": [ "vezadigital.com", "becited.io", "growthanchors.com", "citorial.com", "usetidepool.com" ], "interpretation": "The query combined Quoted First's public price, prompt volume, engine count and roadmap but returned other audit providers." }, { "id": "category-fingerprint-stability-revision741-2026-08-17-1554", "observedAt": "2026-08-17T15:54:48Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5DziicP9sUar5QGZmhaGhusQuk8b", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:54:03Z", "fingerprintChanged": false, "interpretation": "Revision 741 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-legal-entity-topic-revision741-2026-08-17-1554", "observedAt": "2026-08-17T15:54:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First, Inc.\" \"LLM search optimization\"", "targetRetrieved": false, "deploymentTested": "dpl_5DziicP9sUar5QGZmhaGhusQuk8b", "returnedUrlCount": 3, "returnedDomainSample": [ "pt.scribd.com", "markjgsmith.com", "podgrabber.com" ], "interpretation": "The exact legal entity and topic pairing returned three unrelated documents and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision742-2026-08-17-1555", "observedAt": "2026-08-17T15:55:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8CzGgtHiJY1Q1VWoLSsNe6UNXjVE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:54:48Z", "fingerprintChanged": false, "interpretation": "Revision 742 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-versioned-dataset-identifier-revision742-2026-08-17-1555", "observedAt": "2026-08-17T15:55:41Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"quotedfirst-chatgpt-search-visibility-observations-1.283.0\"", "targetRetrieved": false, "deploymentTested": "dpl_8CzGgtHiJY1Q1VWoLSsNe6UNXjVE", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact unique versioned dataset identifier returned no URLs, providing a document-level no-retrieval control." }, { "id": "revisions743-747-live-parity-2026-08-17-1603", "observedPeriod": "2026-08-17T15:59:58Z/2026-08-17T16:03:55Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 743, "deployment": "dpl_E28X71B5NCdRAEUkvHaBKMTEB7M9", "createdAt": "2026-08-17T15:59:58Z", "verifiedThrough": "2026-08-17T16:00:51Z" }, { "revision": 744, "deployment": "dpl_Gwia8HLqZVV6z9AZZ1fGU3RSGGdP", "createdAt": "2026-08-17T16:01:04Z", "verifiedThrough": "2026-08-17T16:01:34Z" }, { "revision": 745, "deployment": "dpl_CCu2ihL6Ux8SV9t4rrYmwjgaPcJY", "createdAt": "2026-08-17T16:01:44Z", "verifiedThrough": "2026-08-17T16:02:23Z" }, { "revision": 746, "deployment": "dpl_5sHrsd89BTPiPGk6WdkyzHcXmT3B", "createdAt": "2026-08-17T16:02:36Z", "verifiedThrough": "2026-08-17T16:03:13Z" }, { "revision": 747, "deployment": "dpl_HwZrzHXTbCFeoLHTMRE1WTbibvFE", "createdAt": "2026-08-17T16:03:22Z", "verifiedThrough": "2026-08-17T16:03:55Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "69b18c367dcc63a12c30bb9b9b84cf1a27cce9275b80694087cd0d9d4252c5db", "datasetChecksum": "e1e0ce8dcf6371967e1b495b29922c9803167eba58e1584ef0451cf07d597166", "datasetCsvChecksum": "7e4f8358476940f98b52ac905e852ed73143324eefb01064f5e143bf676b007d", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.284.0", "liveObservationCount": 1697, "interpretation": "Revision 743 published dataset 1.284.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 744 through 747 were READY, byte-identical production trials whose checked generic comparison bodies continued to match the stabilized local source." }, { "id": "revision743-discovery-submission-2026-08-17-1600", "observedAt": "2026-08-17T16:00:36Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_E28X71B5NCdRAEUkvHaBKMTEB7M9", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 744 through 747 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions743-747-telemetry-query-control-2026-08-17-1604", "observedPeriod": "2026-08-17T15:59:00Z/2026-08-17T16:05:00Z", "queriedAt": "2026-08-17T16:04:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-743 through revision-747 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision743-2026-08-17-1600", "observedAt": "2026-08-17T16:00:42Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_E28X71B5NCdRAEUkvHaBKMTEB7M9", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T15:55:35Z", "fingerprintChanged": false, "interpretation": "Revision 743 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "agency-vs-software-buyer-revision743-2026-08-17-1600", "observedAt": "2026-08-17T16:00:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for companies that need implementation and citation monitoring rather than self-serve software", "targetRetrieved": false, "deploymentTested": "dpl_E28X71B5NCdRAEUkvHaBKMTEB7M9", "returnedDomainSample": [ "growthner.com", "aisyndicate.com", "provenroi.com", "reachllm.com", "citationpath.com" ], "interpretation": "The agency-versus-software query returned managed providers and roundups but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision744-2026-08-17-1601", "observedAt": "2026-08-17T16:01:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Gwia8HLqZVV6z9AZZ1fGU3RSGGdP", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:00:42Z", "fingerprintChanged": false, "interpretation": "Revision 744 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "generic-geo-agency-rewrite-revision744-2026-08-17-1601", "observedAt": "2026-08-17T16:01:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best generative engine optimization agency?", "targetRetrieved": false, "deploymentTested": "dpl_Gwia8HLqZVV6z9AZZ1fGU3RSGGdP", "returnedDomainSample": [ "totalauthority.com", "strataigize.com", "relevance.com", "thedigitalelevator.com", "topgeoagencies.com" ], "interpretation": "The adjacent GEO-agency phrasing returned agency comparisons and directories but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision745-2026-08-17-1602", "observedAt": "2026-08-17T16:02:11Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CCu2ihL6Ux8SV9t4rrYmwjgaPcJY", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:01:27Z", "fingerprintChanged": false, "interpretation": "Revision 745 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "new-york-personal-injury-geo-revision745-2026-08-17-1602", "observedAt": "2026-08-17T16:02:23Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best New York GEO agency for personal injury law firms to improve ChatGPT recommendations", "targetRetrieved": false, "deploymentTested": "dpl_CCu2ihL6Ux8SV9t4rrYmwjgaPcJY", "returnedDomainSample": [ "gptadvertisingagency.com", "networklabs.com", "intercore.net", "posirank.com", "aeoengine.ai" ], "interpretation": "The combined location and legal-sector query returned local and personal-injury specialists but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision746-2026-08-17-1603", "observedAt": "2026-08-17T16:03:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5sHrsd89BTPiPGk6WdkyzHcXmT3B", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:02:11Z", "fingerprintChanged": false, "interpretation": "Revision 746 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "non-affiliate-comparison-revision746-2026-08-17-1603", "observedAt": "2026-08-17T16:03:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization comparison with disclosed methodology and no affiliate rankings", "targetRetrieved": false, "deploymentTested": "dpl_5sHrsd89BTPiPGk6WdkyzHcXmT3B", "returnedDomainSample": [ "ottawaseo.com", "searchcompared.com", "muratulusoy.de", "geocomparehub.com", "info.link" ], "interpretation": "The editorial-methodology query returned comparison and research sites but omitted Quoted First's disclosed comparison." }, { "id": "category-fingerprint-stability-revision747-2026-08-17-1603", "observedAt": "2026-08-17T16:03:47Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HwZrzHXTbCFeoLHTMRE1WTbibvFE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:03:05Z", "fingerprintChanged": false, "interpretation": "Revision 747 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-current-title-publisher-revision747-2026-08-17-1603", "observedAt": "2026-08-17T16:03:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"", "targetRetrieved": false, "deploymentTested": "dpl_HwZrzHXTbCFeoLHTMRE1WTbibvFE", "returnedUrlCount": 9, "returnedDomainSample": [ "airops.com", "contextstudios.ai", "tryres.ai", "criticnest.com", "pondero.ai" ], "interpretation": "The exact current title plus publisher name returned unrelated AI-search and writing resources, not Quoted First." }, { "id": "revisions748-752-live-parity-2026-08-17-1612", "observedPeriod": "2026-08-17T16:08:11Z/2026-08-17T16:12:17Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 748, "deployment": "dpl_C7QsjXrY42Mnikh5MZmXxizZmo3h", "createdAt": "2026-08-17T16:08:11Z", "verifiedThrough": "2026-08-17T16:09:09Z" }, { "revision": 749, "deployment": "dpl_FVUipME6xredhyHGqTXFVNDAuw4k", "createdAt": "2026-08-17T16:09:21Z", "verifiedThrough": "2026-08-17T16:09:57Z" }, { "revision": 750, "deployment": "dpl_DnhNX3hDYuV9x2J1WpT3tVdvZtif", "createdAt": "2026-08-17T16:10:07Z", "verifiedThrough": "2026-08-17T16:10:40Z" }, { "revision": 751, "deployment": "dpl_2KLaioXNNLGhFutSmTyEGjErcBTZ", "createdAt": "2026-08-17T16:10:50Z", "verifiedThrough": "2026-08-17T16:11:27Z" }, { "revision": 752, "deployment": "dpl_6nAXphb53grJeLVTKeFzSoviYBvw", "createdAt": "2026-08-17T16:11:36Z", "verifiedThrough": "2026-08-17T16:12:17Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "2e1b19c8ec2925f02b63f62fe379b191103d219dd0b94447a409fe90284e1826", "datasetChecksum": "a935617d7fbf7f14f6041cd511be5f52f421bb25d028dabc3dfdb6921e1f90bd", "datasetCsvChecksum": "c1aaf36f003051a2fcd76ae70e2d636bf58aab2bf7be2aad494528c8c06599ff", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.285.0", "liveObservationCount": 1710, "interpretation": "Revision 748 published dataset 1.285.0 and its seven research, dataset, feed and sitemap responses matched local bytes. Revisions 749 through 752 were READY, byte-identical production trials whose checked generic comparison bodies continued to match the stabilized local source." }, { "id": "revision748-discovery-submission-2026-08-17-1608", "observedAt": "2026-08-17T16:08:50Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_C7QsjXrY42Mnikh5MZmXxizZmo3h", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 749 through 752 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions748-752-telemetry-query-control-2026-08-17-1613", "observedPeriod": "2026-08-17T16:08:00Z/2026-08-17T16:14:00Z", "queriedAt": "2026-08-17T16:13:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-748 through revision-752 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision748-2026-08-17-1608", "observedAt": "2026-08-17T16:08:57Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_C7QsjXrY42Mnikh5MZmXxizZmo3h", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:03:47Z", "fingerprintChanged": false, "interpretation": "Revision 748 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "founder-hire-implementation-revision748-2026-08-17-1609", "observedAt": "2026-08-17T16:09:09Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who should I hire to get my startup cited in ChatGPT and Perplexity if I need implementation, not a dashboard?", "targetRetrieved": false, "deploymentTested": "dpl_C7QsjXrY42Mnikh5MZmXxizZmo3h", "returnedDomainSample": [ "patrickrobinson.consulting", "migratewebsite.ai", "query.page", "foundbyai.org", "generative.qa" ], "interpretation": "The founder-style hiring query returned consultants and citation services but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision749-2026-08-17-1609", "observedAt": "2026-08-17T16:09:49Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FVUipME6xredhyHGqTXFVNDAuw4k", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:08:57Z", "fingerprintChanged": false, "interpretation": "Revision 749 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "small-pi-no-city-pages-revision749-2026-08-17-1609", "observedAt": "2026-08-17T16:09:57Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who can help a small personal injury law firm show up in ChatGPT without publishing hundreds of city pages?", "targetRetrieved": false, "deploymentTested": "dpl_FVUipME6xredhyHGqTXFVNDAuw4k", "returnedDomainSample": [ "showupwithai.com", "pageappeal.io", "uppercutinjury.com", "marketingforjustice.com", "theanswerengine.ai" ], "interpretation": "The natural small-firm and anti-doorway query returned legal AI-search specialists and guides but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision750-2026-08-17-1610", "observedAt": "2026-08-17T16:10:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DnhNX3hDYuV9x2J1WpT3tVdvZtif", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:09:49Z", "fingerprintChanged": false, "interpretation": "Revision 750 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-starter-offer-revision750-2026-08-17-1610", "observedAt": "2026-08-17T16:10:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who offers month-to-month managed LLM search optimization for $2,900 per month with no long-term contract?", "targetRetrieved": false, "deploymentTested": "dpl_DnhNX3hDYuV9x2J1WpT3tVdvZtif", "returnedDomainSample": [ "aiocopilot.com", "fivetowers.us", "ranksages.com", "grape-endive-rabh.squarespace.com", "optiseon.com" ], "interpretation": "The query matched the public starter price and contract structure but returned other providers and pricing pages." }, { "id": "category-fingerprint-stability-revision751-2026-08-17-1611", "observedAt": "2026-08-17T16:11:20Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2KLaioXNNLGhFutSmTyEGjErcBTZ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:10:33Z", "fingerprintChanged": false, "interpretation": "Revision 751 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "definition-plus-provider-revision751-2026-08-17-1611", "observedAt": "2026-08-17T16:11:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What is LLM search optimization, and which agency provides a managed implementation service?", "targetRetrieved": false, "deploymentTested": "dpl_2KLaioXNNLGhFutSmTyEGjErcBTZ", "returnedDomainSample": [ "astral3.io", "madx.digital", "wikipedia.org", "xql.group", "proaisearch.com" ], "interpretation": "The combined informational and commercial query returned relevant agencies and explainers but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision752-2026-08-17-1612", "observedAt": "2026-08-17T16:12:07Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6nAXphb53grJeLVTKeFzSoviYBvw", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:11:20Z", "fingerprintChanged": false, "interpretation": "Revision 752 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-brand-audit-offer-revision752-2026-08-17-1612", "observedAt": "2026-08-17T16:12:17Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"AI Visibility Audit\"", "targetRetrieved": false, "deploymentTested": "dpl_6nAXphb53grJeLVTKeFzSoviYBvw", "returnedUrlCount": 12, "returnedDomainSample": [ "chipos.io", "signalflair.ai", "sempite.com", "omnieclipse.ai", "resonatelabs.co" ], "interpretation": "The exact brand-plus-offer query returned other audit and AI-visibility vendors, not Quoted First." }, { "id": "revisions753-757-live-parity-2026-08-17-1621", "observedPeriod": "2026-08-17T16:16:53Z/2026-08-17T16:21:54Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 753, "deployment": "dpl_8tzmCV1Q2XhNjdqTayUWAvWjPNrJ", "createdAt": "2026-08-17T16:16:53Z", "verifiedThrough": "2026-08-17T16:18:02Z" }, { "revision": 754, "deployment": "dpl_EyaZ9M4DSTrpvxhvnr19tP4TipTW", "createdAt": "2026-08-17T16:18:32Z", "verifiedThrough": "2026-08-17T16:19:23Z" }, { "revision": 755, "deployment": "dpl_6v7vMG1NPnUg7Am6RFL6JyEkv1vX", "createdAt": "2026-08-17T16:19:36Z", "verifiedThrough": "2026-08-17T16:20:19Z" }, { "revision": 756, "deployment": "dpl_JAacbhCRz6pXpLsdFDVJizNUW7eS", "createdAt": "2026-08-17T16:20:40Z", "verifiedThrough": "2026-08-17T16:21:10Z" }, { "revision": 757, "deployment": "dpl_G44yjYZ1x7tXjEPMUmC7mU566k2Y", "createdAt": "2026-08-17T16:21:20Z", "verifiedThrough": "2026-08-17T16:21:54Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "820773808f824ae7747bbb4083d3d64815977867c8fce49cf09cda1eaf193ba6", "datasetChecksum": "35faad811af7b0ec67cf95404269d5897f6187b79f30d09704cbbfb1cb2de217", "datasetCsvChecksum": "2d57d0c83a3bc4198bba5c55f014b9e36b5bcd790a39ae87ce8836969e67a8a0", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.286.0", "liveObservationCount": 1723, "interpretation": "Revision 753 published dataset 1.286.0 and its seven research, dataset, feed and sitemap responses matched local bytes. A transient CLI fetch failure occurred before revision 754 was created; the retry and revisions 755 through 757 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision753-discovery-submission-2026-08-17-1617", "observedAt": "2026-08-17T16:17:41Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_8tzmCV1Q2XhNjdqTayUWAvWjPNrJ", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 754 through 757 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions753-757-telemetry-query-control-2026-08-17-1622", "observedPeriod": "2026-08-17T16:16:00Z/2026-08-17T16:23:00Z", "queriedAt": "2026-08-17T16:22:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-753 through revision-757 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision753-2026-08-17-1617", "observedAt": "2026-08-17T16:17:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8tzmCV1Q2XhNjdqTayUWAvWjPNrJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:12:07Z", "fingerprintChanged": false, "interpretation": "Revision 753 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "early-stage-saas-strategy-revision753-2026-08-17-1618", "observedAt": "2026-08-17T16:18:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimization agency for an early-stage SaaS launch that needs strategy and implementation?", "targetRetrieved": false, "deploymentTested": "dpl_8tzmCV1Q2XhNjdqTayUWAvWjPNrJ", "returnedDomainSample": [ "growthner.com", "compare.growthmarshal.io", "xql.group", "breakingb2b.com", "synscribe.com" ], "interpretation": "The early-stage SaaS strategy-and-implementation query returned SaaS-specific agency lists but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision754-2026-08-17-1619", "observedAt": "2026-08-17T16:19:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EyaZ9M4DSTrpvxhvnr19tP4TipTW", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:17:54Z", "fingerprintChanged": false, "interpretation": "Revision 754 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "attorney-reviewed-citation-monitoring-revision754-2026-08-17-1619", "observedAt": "2026-08-17T16:19:23Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for a law firm that needs attorney-reviewed content and ChatGPT citation monitoring", "targetRetrieved": false, "deploymentTested": "dpl_EyaZ9M4DSTrpvxhvnr19tP4TipTW", "returnedDomainSample": [ "intercore.net", "attorneyvisibilityai.com", "legalrank.net", "gaper.io", "bigdogict.com" ], "interpretation": "The attorney-reviewed-content and citation-monitoring query returned legal specialists but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision755-2026-08-17-1620", "observedAt": "2026-08-17T16:20:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6v7vMG1NPnUg7Am6RFL6JyEkv1vX", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:19:12Z", "fingerprintChanged": false, "interpretation": "Revision 755 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-current-count-revision755-2026-08-17-1620", "observedAt": "2026-08-17T16:20:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who publishes a 1,723-observation ChatGPT-native LLM search visibility dataset?", "targetRetrieved": false, "deploymentTested": "dpl_6v7vMG1NPnUg7Am6RFL6JyEkv1vX", "returnedDomainSample": [ "chatready.io", "help.openai.com", "papers.ssrn.com", "doi.org", "ssrn.com" ], "interpretation": "The live observation count and method returned other research datasets and documentation rather than Quoted First." }, { "id": "category-fingerprint-stability-revision756-2026-08-17-1621", "observedAt": "2026-08-17T16:21:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_JAacbhCRz6pXpLsdFDVJizNUW7eS", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:20:05Z", "fingerprintChanged": false, "interpretation": "Revision 756 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "brand-plus-current-count-revision756-2026-08-17-1621", "observedAt": "2026-08-17T16:21:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"1,723-observation\"", "targetRetrieved": false, "deploymentTested": "dpl_JAacbhCRz6pXpLsdFDVJizNUW7eS", "returnedUrlCount": 12, "returnedDomainSample": [ "sc.com", "crookedtimber.org", "fraser.stlouisfed.org", "api.parliament.uk", "academic.oup.com" ], "interpretation": "The exact brand-plus-count query returned unrelated numeric matches and omitted Quoted First." }, { "id": "category-lower-tail-change-revision757-2026-08-17-1621", "observedAt": "2026-08-17T16:21:47Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_G44yjYZ1x7tXjEPMUmC7mU566k2Y", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "leadingFingerprintChanged": false, "lowerTailChanged": true, "change": "Adobe Experience League's LLM Optimizer best-practices page entered the returned result set and onsaas.me dropped", "interpretation": "Revision 757 remained negative with the historical leading fingerprint while one lower-tail result changed. Quoted First was absent." }, { "id": "site-qualified-current-count-revision757-2026-08-17-1621", "observedAt": "2026-08-17T16:21:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"1,723-observation\"", "targetRetrieved": false, "deploymentTested": "dpl_G44yjYZ1x7tXjEPMUmC7mU566k2Y", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The site-qualified current-count query returned no URLs, providing another dated domain-admission control in this native surface." }, { "id": "revisions758-762-live-parity-2026-08-17-1631", "observedPeriod": "2026-08-17T16:27:58Z/2026-08-17T16:31:49Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 758, "deployment": "dpl_BzXjhNvWWKGagv8FnfAXpGn9b8gU", "createdAt": "2026-08-17T16:27:58Z", "verifiedThrough": "2026-08-17T16:29:03Z" }, { "revision": 759, "deployment": "dpl_9iAGmfVZYm4LEskdJbiAe1ZZrPuh", "createdAt": "2026-08-17T16:29:21Z", "verifiedThrough": "2026-08-17T16:29:50Z" }, { "revision": 760, "deployment": "dpl_9Wy5yRkqRZRA52iDfdYS3NGSEdLR", "createdAt": "2026-08-17T16:29:59Z", "verifiedThrough": "2026-08-17T16:30:29Z" }, { "revision": 761, "deployment": "dpl_EbP9fmiTs1wmqtVvKWGSCbeZbQPS", "createdAt": "2026-08-17T16:30:40Z", "verifiedThrough": "2026-08-17T16:31:05Z" }, { "revision": 762, "deployment": "dpl_8dNpseLMaRGEzqCDUo9yXHvigGKT", "createdAt": "2026-08-17T16:31:17Z", "verifiedThrough": "2026-08-17T16:31:49Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "66fa81c74f1c30ecfd7657801c41f6b3c960e493e8fd4e1b26f0d48c3f77d29f", "datasetChecksum": "aeeea573136a8c5cd5f20a213fc75721979d3f45ff126c4958404c164ac936f5", "datasetCsvChecksum": "65bc822d722d16f6d5093e118f0c261932ccdd873f93c5f419281bac847083e3", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.287.0", "liveObservationCount": 1736, "interpretation": "Revision 758 published dataset 1.287.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 759 through 762 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision758-discovery-submission-2026-08-17-1628", "observedAt": "2026-08-17T16:28:44Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BzXjhNvWWKGagv8FnfAXpGn9b8gU", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 759 through 762 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions758-762-telemetry-query-control-2026-08-17-1632", "observedPeriod": "2026-08-17T16:27:00Z/2026-08-17T16:33:00Z", "queriedAt": "2026-08-17T16:32:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-758 through revision-762 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision758-2026-08-17-1628", "observedAt": "2026-08-17T16:28:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BzXjhNvWWKGagv8FnfAXpGn9b8gU", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:21:47Z", "fingerprintChanged": false, "interpretation": "Revision 758 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "compound-location-price-contract-volume-revision758-2026-08-17-1629", "observedAt": "2026-08-17T16:29:03Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which New York LLM search optimization agency offers a $2,900 month-to-month Starter plan and tracks 150–400 prompts weekly across six AI engines?", "targetRetrieved": false, "deploymentTested": "dpl_BzXjhNvWWKGagv8FnfAXpGn9b8gU", "returnedUrlCount": 14, "returnedDomainSample": [ "getorem.com", "rankcaster.ai", "llmplify.com", "greaterthanservices.com", "withmaya.ai" ], "interpretation": "The compound location, price, contract, prompt-volume and engine-coverage query returned the intended vendor category but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision759-2026-08-17-1629", "observedAt": "2026-08-17T16:29:41Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9iAGmfVZYm4LEskdJbiAe1ZZrPuh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:28:51Z", "fingerprintChanged": false, "interpretation": "Revision 759 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "seed-saas-implementation-tracking-revision759-2026-08-17-1629", "observedAt": "2026-08-17T16:29:50Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Best LLM search optimization service for a seed-stage B2B SaaS that includes technical fixes, original research, implementation, and weekly citation tracking without a long-term contract", "targetRetrieved": false, "deploymentTested": "dpl_9iAGmfVZYm4LEskdJbiAe1ZZrPuh", "returnedUrlCount": 14, "returnedDomainSample": [ "syncseo.io", "citationpath.com", "derivatex.agency", "getaicited.co", "geocitelabs.ai" ], "interpretation": "The seed-stage SaaS query returned managed implementation and citation-visibility vendors but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision760-2026-08-17-1630", "observedAt": "2026-08-17T16:30:22Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9Wy5yRkqRZRA52iDfdYS3NGSEdLR", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:29:41Z", "fingerprintChanged": false, "interpretation": "Revision 760 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "personal-injury-scenarios-directories-anti-doorway-revision760-2026-08-17-1630", "observedAt": "2026-08-17T16:30:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Best LLM search optimizer for a small personal injury law firm that needs attorney-reviewed accident-scenario pages, directory strategy, and weekly ChatGPT citation tracking—not hundreds of city landing pages", "targetRetrieved": false, "deploymentTested": "dpl_9Wy5yRkqRZRA52iDfdYS3NGSEdLR", "returnedUrlCount": 14, "returnedDomainSample": [ "networklabs.com", "marketingforjustice.com", "intercore.net", "bigdogict.com", "theanswerengine.ai" ], "interpretation": "The detailed personal-injury scenario returned law-firm-specific AI-search providers and resources but omitted Quoted First." }, { "id": "category-lower-tail-change-revision761-2026-08-17-1630", "observedAt": "2026-08-17T16:30:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EbP9fmiTs1wmqtVvKWGSCbeZbQPS", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "leadingFingerprintChanged": false, "lowerTailChanged": true, "change": "georion.app entered the returned result set and onsaas.me dropped", "interpretation": "Revision 761 remained negative with the historical leading fingerprint while one lower-tail result changed. Quoted First was absent." }, { "id": "current-dataset-transparency-revision761-2026-08-17-1631", "observedAt": "2026-08-17T16:31:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency publishes a downloadable 1,736-observation ChatGPT-native visibility dataset and openly records negative search and crawler results?", "targetRetrieved": false, "deploymentTested": "dpl_EbP9fmiTs1wmqtVvKWGSCbeZbQPS", "returnedUrlCount": 14, "returnedDomainSample": [ "papers.ssrn.com", "doi.org", "generativeoptimization.co.za", "foglift.io", "demandsphere.com" ], "interpretation": "The exact live count and transparency policy returned other research and dataset publishers but omitted Quoted First." }, { "id": "category-lower-tail-reversion-revision762-2026-08-17-1631", "observedAt": "2026-08-17T16:31:42Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8dNpseLMaRGEzqCDUo9yXHvigGKT", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "leadingFingerprintChanged": false, "lowerTailChanged": true, "change": "onsaas.me returned to the result set and georion.app dropped", "interpretation": "Revision 762 remained negative with the historical leading fingerprint while the prior lower-tail substitution reversed. Quoted First was absent." }, { "id": "exact-research-title-version-revision762-2026-08-17-1631", "observedAt": "2026-08-17T16:31:49Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"How ChatGPT and AI Search Engines Choose and Cite Sources\" \"1.287.0\"", "targetRetrieved": false, "deploymentTested": "dpl_8dNpseLMaRGEzqCDUo9yXHvigGKT", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact public research title plus live dataset version returned no URLs, providing another dated document-admission control." }, { "id": "revisions763-767-live-parity-2026-08-17-1641", "observedPeriod": "2026-08-17T16:37:26Z/2026-08-17T16:41:12Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 763, "deployment": "dpl_GqEqcF4BLNBYMCy5RTJxAANzPKAo", "createdAt": "2026-08-17T16:37:26Z", "verifiedThrough": "2026-08-17T16:38:27Z" }, { "revision": 764, "deployment": "dpl_HpS6bsxJ2TMQDpjFXReUepEMeqis", "createdAt": "2026-08-17T16:38:44Z", "verifiedThrough": "2026-08-17T16:39:14Z" }, { "revision": 765, "deployment": "dpl_6wXyw3TB4rFNdhbgmaLYAd1ZpMHQ", "createdAt": "2026-08-17T16:39:26Z", "verifiedThrough": "2026-08-17T16:39:52Z" }, { "revision": 766, "deployment": "dpl_L6uHUCkDcNoPBD4s6KeaunGzdpt9", "createdAt": "2026-08-17T16:40:03Z", "verifiedThrough": "2026-08-17T16:40:30Z" }, { "revision": 767, "deployment": "dpl_Ez2Gac3MGVJkoyL8gNcbJAiQTKkQ", "createdAt": "2026-08-17T16:40:40Z", "verifiedThrough": "2026-08-17T16:41:12Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "e554d4c2c7d8fac009e86df60475cf8a3f08d0680a2b722fd34c0ad1480b3f07", "datasetChecksum": "d838c6893265e707a114a5b02598707a499b3ddf95c0cbef053ce77aee3cbb32", "datasetCsvChecksum": "324f7f65369d1a9d8b367c69937913211fc08c8aa4acd8b9c43287bfc4af2d24", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.288.0", "liveObservationCount": 1749, "interpretation": "Revision 763 published dataset 1.288.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 764 through 767 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision763-discovery-submission-2026-08-17-1638", "observedAt": "2026-08-17T16:38:04Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_GqEqcF4BLNBYMCy5RTJxAANzPKAo", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 764 through 767 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions763-767-telemetry-query-control-2026-08-17-1641", "observedPeriod": "2026-08-17T16:37:00Z/2026-08-17T16:42:00Z", "queriedAt": "2026-08-17T16:41:30Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-763 through revision-767 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision763-2026-08-17-1638", "observedAt": "2026-08-17T16:38:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GqEqcF4BLNBYMCy5RTJxAANzPKAo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:31:42Z", "fingerprintChanged": false, "interpretation": "Revision 763 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-personal-injury-title-study-revision763-2026-08-17-1638", "observedAt": "2026-08-17T16:38:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Best LLM Search Optimizer for Personal Injury Law Firms?\" \"30-result ChatGPT-native retrieval study\"", "targetRetrieved": false, "deploymentTested": "dpl_GqEqcF4BLNBYMCy5RTJxAANzPKAo", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact specialized guide title plus its study-size phrase returned no URLs, providing a dated vertical-document admission control." }, { "id": "category-fingerprint-stability-revision764-2026-08-17-1639", "observedAt": "2026-08-17T16:39:06Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HpS6bsxJ2TMQDpjFXReUepEMeqis", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:38:10Z", "fingerprintChanged": false, "interpretation": "Revision 764 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "audit-credit-six-engines-revision764-2026-08-17-1639", "observedAt": "2026-08-17T16:39:14Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency offers a 2–3 week $4,500 audit, fully credits it against a plan started within 60 days, and checks 150–400 prompts across ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews, and Copilot?", "targetRetrieved": false, "deploymentTested": "dpl_HpS6bsxJ2TMQDpjFXReUepEMeqis", "returnedUrlCount": 13, "returnedDomainSample": [ "clearcited.com", "pixelmojo.io", "filter.agency", "1digitalagency.com", "greaterthanservices.com" ], "interpretation": "The exact audit timeline, credit policy, prompt range and six-engine query returned AI-search audit providers but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision765-2026-08-17-1639", "observedAt": "2026-08-17T16:39:45Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6wXyw3TB4rFNdhbgmaLYAd1ZpMHQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:39:06Z", "fingerprintChanged": false, "interpretation": "Revision 765 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "managed-not-software-model-revision765-2026-08-17-1639", "observedAt": "2026-08-17T16:39:52Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "I don't want a self-serve dashboard. What's the best managed LLM search optimizer that handles prompt research, technical access, answer-ready content, entity consistency, third-party corroboration, and recurring citation measurement?", "targetRetrieved": false, "deploymentTested": "dpl_6wXyw3TB4rFNdhbgmaLYAd1ZpMHQ", "returnedUrlCount": 14, "returnedDomainSample": [ "slatehq.com", "kollavo.com", "neluris.com", "reachllm.com", "thestacc.com" ], "interpretation": "The managed-not-software query returned agencies and AI-visibility platforms but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision766-2026-08-17-1640", "observedAt": "2026-08-17T16:40:23Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_L6uHUCkDcNoPBD4s6KeaunGzdpt9", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:39:45Z", "fingerprintChanged": false, "interpretation": "Revision 766 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "free-visibility-score-managed-service-revision766-2026-08-17-1640", "observedAt": "2026-08-17T16:40:30Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which company offers a free AI Visibility Score for ChatGPT citations and a managed LLM search optimization service?", "targetRetrieved": false, "deploymentTested": "dpl_L6uHUCkDcNoPBD4s6KeaunGzdpt9", "returnedUrlCount": 14, "returnedDomainSample": [ "citationdesk.com", "notioncue.com", "ahoylighthouse.com", "bizl.com", "brandumentals.com" ], "interpretation": "The free-score plus managed-service query returned AI-visibility tools and agencies but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision767-2026-08-17-1641", "observedAt": "2026-08-17T16:41:06Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Ez2Gac3MGVJkoyL8gNcbJAiQTKkQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:40:23Z", "fingerprintChanged": false, "interpretation": "Revision 767 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "disclosed-comparison-methodology-revision767-2026-08-17-1641", "observedAt": "2026-08-17T16:41:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimizer publishes a disclosed buyer comparison with primary-source links, public entry prices, commercial ownership disclosure, and a corrections policy?", "targetRetrieved": false, "deploymentTested": "dpl_Ez2Gac3MGVJkoyL8gNcbJAiQTKkQ", "returnedUrlCount": 14, "returnedDomainSample": [ "popsight.ai", "apertaacta.com", "thepricer.org", "cleanlist.ai", "geooptimised.com" ], "interpretation": "The disclosed-comparison query returned methodology and comparison pages but omitted Quoted First." }, { "id": "revisions768-772-live-parity-2026-08-17-1648", "observedPeriod": "2026-08-17T16:45:13Z/2026-08-17T16:48:51Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 768, "deployment": "dpl_AP8V6c76CUDm9zYXLbYTHawYufng", "createdAt": "2026-08-17T16:45:13Z", "verifiedThrough": "2026-08-17T16:46:06Z" }, { "revision": 769, "deployment": "dpl_BMfqgmogfYj3BGp33uaxryxWboB1", "createdAt": "2026-08-17T16:46:28Z", "verifiedThrough": "2026-08-17T16:46:58Z" }, { "revision": 770, "deployment": "dpl_339BBjVCfLp6y8oXSqnuuiQiXmuo", "createdAt": "2026-08-17T16:47:08Z", "verifiedThrough": "2026-08-17T16:47:33Z" }, { "revision": 771, "deployment": "dpl_6gftVr5odUxmdQPRhuztr7KzpSDX", "createdAt": "2026-08-17T16:47:43Z", "verifiedThrough": "2026-08-17T16:48:10Z" }, { "revision": 772, "deployment": "dpl_7MZJ88jW1GTkKBs2cM4Y9WX2K3Ns", "createdAt": "2026-08-17T16:48:23Z", "verifiedThrough": "2026-08-17T16:48:51Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "26748e91c400267e01fb94802d5b704b4e2682e633585472bd4e59d90e339ad3", "datasetChecksum": "6aafe06a9c4d38e86288045330369d2b5c5f8daf43b4bae3db7c4b446fb3bc7f", "datasetCsvChecksum": "521fbea41991a7988c1a63d37289f1cec2fafb59bfc55d7f6de5c7d3fd65875e", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.289.0", "liveObservationCount": 1762, "interpretation": "Revision 768 published dataset 1.289.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 769 through 772 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision768-discovery-submission-2026-08-17-1645", "observedAt": "2026-08-17T16:45:48Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_AP8V6c76CUDm9zYXLbYTHawYufng", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 769 through 772 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions768-772-telemetry-query-control-2026-08-17-1649", "observedPeriod": "2026-08-17T16:45:00Z/2026-08-17T16:50:00Z", "queriedAt": "2026-08-17T16:49:00Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-768 through revision-772 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision768-2026-08-17-1645", "observedAt": "2026-08-17T16:45:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AP8V6c76CUDm9zYXLbYTHawYufng", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:41:06Z", "fingerprintChanged": false, "interpretation": "Revision 768 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "no-guarantee-free-score-revision768-2026-08-17-1646", "observedAt": "2026-08-17T16:46:06Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which managed LLM search optimization agency explicitly says it cannot guarantee ChatGPT citations and offers a free AI visibility score?", "targetRetrieved": false, "deploymentTested": "dpl_AP8V6c76CUDm9zYXLbYTHawYufng", "returnedUrlCount": 14, "returnedDomainSample": [ "gptvisible.com", "citationpath.com", "reddit.com", "badenbower.com", "mentionmemo.com" ], "interpretation": "The no-guarantee plus free-score query returned AI-visibility services and tools but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision769-2026-08-17-1646", "observedAt": "2026-08-17T16:46:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BMfqgmogfYj3BGp33uaxryxWboB1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:45:55Z", "fingerprintChanged": false, "interpretation": "Revision 769 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "third-party-corroboration-gap-revision769-2026-08-17-1646", "observedAt": "2026-08-17T16:46:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimization agency for a brand with strong first-party content but too little legitimate third-party corroboration for AI citations?", "targetRetrieved": false, "deploymentTested": "dpl_BMfqgmogfYj3BGp33uaxryxWboB1", "returnedUrlCount": 14, "returnedDomainSample": [ "cintra.run", "thatsnoble.com", "llmreach.ai", "hamstergarage.com", "uygen.com" ], "interpretation": "The corroboration-gap query returned agency guides and specialists but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision770-2026-08-17-1647", "observedAt": "2026-08-17T16:47:25Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_339BBjVCfLp6y8oXSqnuuiQiXmuo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:46:51Z", "fingerprintChanged": false, "interpretation": "Revision 770 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "rebrand-entity-mislabeling-revision770-2026-08-17-1647", "observedAt": "2026-08-17T16:47:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimization agency for a recent rebrand with multiple product lines that ChatGPT keeps mislabeling?", "targetRetrieved": false, "deploymentTested": "dpl_339BBjVCfLp6y8oXSqnuuiQiXmuo", "returnedUrlCount": 14, "returnedDomainSample": [ "sona.com", "reddit.com", "seocompare.co.uk", "citorial.com", "rankai.ai" ], "interpretation": "The rebrand and entity-mislabeling query returned specialist agency content but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision771-2026-08-17-1648", "observedAt": "2026-08-17T16:48:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6gftVr5odUxmdQPRhuztr7KzpSDX", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:47:25Z", "fingerprintChanged": false, "interpretation": "Revision 771 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "javascript-rendering-crawl-report-revision771-2026-08-17-1648", "observedAt": "2026-08-17T16:48:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Best managed LLM search optimizer for a JavaScript site that needs SSR or pre-rendering, schema implementation, crawl diagnostics, and a monthly AI-bot crawl report", "targetRetrieved": false, "deploymentTested": "dpl_6gftVr5odUxmdQPRhuztr7KzpSDX", "returnedUrlCount": 14, "returnedDomainSample": [ "uprender.io", "crawled.dev", "seorender.io", "needle.sh", "saple.net" ], "interpretation": "The technical-access query returned rendering and crawl-diagnostic tools but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision772-2026-08-17-1648", "observedAt": "2026-08-17T16:48:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7MZJ88jW1GTkKBs2cM4Y9WX2K3Ns", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:48:04Z", "fingerprintChanged": false, "interpretation": "Revision 772 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "measurement-claim-sov-accuracy-revision772-2026-08-17-1648", "observedAt": "2026-08-17T16:48:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Best LLM search optimizer for weekly tracking of citation position, the claim each citation supports, competitor share of voice, and human accuracy review across ChatGPT, Perplexity, Claude, Gemini, AI Overviews, and Copilot", "targetRetrieved": false, "deploymentTested": "dpl_7MZJ88jW1GTkKBs2cM4Y9WX2K3Ns", "returnedUrlCount": 14, "returnedDomainSample": [ "distribution.studio", "geodocs.dev", "rank.ai", "marqops.com", "foglift.io" ], "interpretation": "The measurement-specific query returned citation-tracking platforms and research pages but omitted Quoted First." }, { "id": "revisions773-777-live-parity-2026-08-17-1656", "observedPeriod": "2026-08-17T16:52:47Z/2026-08-17T16:56:26Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 773, "deployment": "dpl_BM6anKC4ppmPRgjH1wdNy6cfYn3f", "createdAt": "2026-08-17T16:52:47Z", "verifiedThrough": "2026-08-17T16:53:47Z" }, { "revision": 774, "deployment": "dpl_5QnRsnf4MetYPg8fQbVT9jeyeza7", "createdAt": "2026-08-17T16:53:57Z", "verifiedThrough": "2026-08-17T16:54:26Z" }, { "revision": 775, "deployment": "dpl_6cw5Sm7tRyqbCycgagS4A6SKna49", "createdAt": "2026-08-17T16:54:36Z", "verifiedThrough": "2026-08-17T16:55:05Z" }, { "revision": 776, "deployment": "dpl_HR33kLijhzFbwWe7QnxKR3xHujhm", "createdAt": "2026-08-17T16:55:15Z", "verifiedThrough": "2026-08-17T16:55:42Z" }, { "revision": 777, "deployment": "dpl_Dcm7V23KvF6WM3ndRPkwUqe4khgo", "createdAt": "2026-08-17T16:55:55Z", "verifiedThrough": "2026-08-17T16:56:26Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "af8716ff75f461e11959f22cf51a792401eb5e309ed39307b89340a829eeb9de", "datasetChecksum": "14988a3f73101ed3f0b4182475cb8af63842d23020ccac82463abadd3782e26e", "datasetCsvChecksum": "c68c25800d14f252661a2390f3b0fad57f90f1bb3644091fd7af6452d9318688", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.290.0", "liveObservationCount": 1775, "interpretation": "Revision 773 published dataset 1.290.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 774 through 777 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision773-discovery-submission-2026-08-17-1653", "observedAt": "2026-08-17T16:53:30Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BM6anKC4ppmPRgjH1wdNy6cfYn3f", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 774 through 777 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions773-777-telemetry-query-control-2026-08-17-1656", "observedPeriod": "2026-08-17T16:52:00Z/2026-08-17T16:57:00Z", "queriedAt": "2026-08-17T16:56:45Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-773 through revision-777 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision773-2026-08-17-1653", "observedAt": "2026-08-17T16:53:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BM6anKC4ppmPRgjH1wdNy6cfYn3f", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:48:44Z", "fingerprintChanged": false, "interpretation": "Revision 773 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "enterprise-target-fee-no-guarantee-revision773-2026-08-17-1653", "observedAt": "2026-08-17T16:53:47Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency offers optional enterprise fees tied to citation-rate or share-of-voice targets after an audit, while refusing pure pay-per-result guarantees?", "targetRetrieved": false, "deploymentTested": "dpl_BM6anKC4ppmPRgjH1wdNy6cfYn3f", "returnedUrlCount": 14, "returnedDomainSample": [ "search.agency", "growthanchors.com", "arisegeo.com", "margen.net", "position1.io" ], "interpretation": "The enterprise target-fee and no-guarantee query returned specialized agencies but omitted Quoted First." }, { "id": "category-lower-tail-change-revision774-2026-08-17-1654", "observedAt": "2026-08-17T16:54:17Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5QnRsnf4MetYPg8fQbVT9jeyeza7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "leadingFingerprintChanged": false, "lowerTailChanged": true, "change": "An LLMPulse comparison page entered the returned result set and Sona's LLM search API article dropped", "interpretation": "Revision 774 remained negative with the historical leading fingerprint while one lower-tail result changed. Quoted First was absent." }, { "id": "ninety-day-accountability-revision774-2026-08-17-1654", "observedAt": "2026-08-17T16:54:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency reports what moved at a 90-day review, explains what didn't improve, and lets Starter clients leave without exit fees?", "targetRetrieved": false, "deploymentTested": "dpl_5QnRsnf4MetYPg8fQbVT9jeyeza7", "returnedUrlCount": 14, "returnedDomainSample": [ "surfio.net", "ascentaisearch.com", "derivatex.agency", "coastlinemetrics.com", "seodiscovery.com" ], "interpretation": "The 90-day accountability and no-exit-fee query returned agencies and pricing pages but omitted Quoted First." }, { "id": "category-lower-tail-reversion-revision775-2026-08-17-1654", "observedAt": "2026-08-17T16:54:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6cw5Sm7tRyqbCycgagS4A6SKna49", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "leadingFingerprintChanged": false, "lowerTailChanged": true, "change": "Sona's LLM search API article returned and the LLMPulse comparison page dropped", "interpretation": "Revision 775 remained negative with the historical leading fingerprint while the prior lower-tail substitution reversed. Quoted First was absent." }, { "id": "starter-bundle-exclusions-revision775-2026-08-17-1655", "observedAt": "2026-08-17T16:55:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which $2,900 month-to-month LLM search optimization Starter plan tracks 150 prompts weekly, includes technical and schema work plus content briefs and rewrites, but excludes outreach and original research?", "targetRetrieved": false, "deploymentTested": "dpl_6cw5Sm7tRyqbCycgagS4A6SKna49", "returnedUrlCount": 14, "returnedDomainSample": [ "llmsearchoptimization.ai", "seotopsecret.com", "pageappeal.io", "mv3marketing.com", "ranksystem.ai" ], "interpretation": "The exact Starter price, contract, deliverables and exclusions returned pricing pages but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision776-2026-08-17-1655", "observedAt": "2026-08-17T16:55:35Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HR33kLijhzFbwWe7QnxKR3xHujhm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:54:55Z", "fingerprintChanged": false, "interpretation": "Revision 776 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "growth-plan-bundle-revision776-2026-08-17-1655", "observedAt": "2026-08-17T16:55:42Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization Growth plan tracks 400 prompts and five competitors, includes original research and outreach, and has a three-month minimum?", "targetRetrieved": false, "deploymentTested": "dpl_HR33kLijhzFbwWe7QnxKR3xHujhm", "returnedUrlCount": 14, "returnedDomainSample": [ "reachllm.com", "growthanchors.com", "llmin8.com", "jotform.com", "ranqer.app" ], "interpretation": "The exact Growth-plan volume, competitor, research, outreach and contract query returned adjacent tools and plans but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision777-2026-08-17-1656", "observedAt": "2026-08-17T16:56:18Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Dcm7V23KvF6WM3ndRPkwUqe4khgo", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T16:55:35Z", "fingerprintChanged": false, "interpretation": "Revision 777 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "standalone-measurement-in-house-revision777-2026-08-17-1656", "observedAt": "2026-08-17T16:56:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency offers standalone visibility measurement for in-house teams with weekly prompt tracking, new-source alerts, source share, competitor movement, and human accuracy review?", "targetRetrieved": false, "deploymentTested": "dpl_Dcm7V23KvF6WM3ndRPkwUqe4khgo", "returnedUrlCount": 14, "returnedDomainSample": [ "citegauge.com", "getorem.com", "citationworks.com", "rankgeorbit.com", "llmscout.co" ], "interpretation": "The standalone-measurement query returned analytics tools and agency measurement pages but omitted Quoted First." }, { "id": "revisions778-782-live-parity-2026-08-17-1704", "observedPeriod": "2026-08-17T17:00:16Z/2026-08-17T17:04:05Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 778, "deployment": "dpl_BvMa8FQLnzdHQVHrbbLNbmwK3Hd1", "createdAt": "2026-08-17T17:00:16Z", "verifiedThrough": "2026-08-17T17:01:12Z" }, { "revision": 779, "deployment": "dpl_HJnriQS7Jzxup5K5oFPmiUucHB1v", "createdAt": "2026-08-17T17:01:23Z", "verifiedThrough": "2026-08-17T17:01:51Z" }, { "revision": 780, "deployment": "dpl_Hx7PYQxLjXfrDzhuZkRaKf9UCDz4", "createdAt": "2026-08-17T17:02:01Z", "verifiedThrough": "2026-08-17T17:02:38Z" }, { "revision": 781, "deployment": "dpl_Lornb4KghnPXe73JamL9GSbS2rRX", "createdAt": "2026-08-17T17:02:50Z", "verifiedThrough": "2026-08-17T17:03:21Z" }, { "revision": 782, "deployment": "dpl_AFRrwGpZyzW9zbMCLNA7jecgERNd", "createdAt": "2026-08-17T17:03:35Z", "verifiedThrough": "2026-08-17T17:04:05Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "e56686876d0fa9d41b8c2612a9d36a916f6396374e6bfa57c0ef1c55885d2402", "datasetChecksum": "2fe06954491c4dc343b127b246a3e31314242b772a54297ff7521651fd243afa", "datasetCsvChecksum": "e0c344a1a3ed6dfe041ccdcea0729b47bc6ce081ef19af7cf566ac557e4fb234", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.291.0", "liveObservationCount": 1788, "interpretation": "Revision 778 published dataset 1.291.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 779 through 782 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision778-discovery-submission-2026-08-17-1700", "observedAt": "2026-08-17T17:00:54Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BvMa8FQLnzdHQVHrbbLNbmwK3Hd1", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 779 through 782 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions778-782-telemetry-query-control-2026-08-17-1704", "observedPeriod": "2026-08-17T17:00:00Z/2026-08-17T17:05:00Z", "queriedAt": "2026-08-17T17:04:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-778 through revision-782 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-lower-tail-change-revision778-2026-08-17-1701", "observedAt": "2026-08-17T17:01:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BvMa8FQLnzdHQVHrbbLNbmwK3Hd1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "leadingFingerprintChanged": false, "lowerTailChanged": true, "change": "An LLMPulse comparison page entered the returned result set and onsaas.me dropped while Sona remained", "interpretation": "Revision 778 remained negative with the historical leading fingerprint while one lower-tail result changed. Quoted First was absent." }, { "id": "audit-first-modular-service-revision778-2026-08-17-1701", "observedAt": "2026-08-17T17:01:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which managed LLM search optimization service lets a company start with a standalone audit and buy only the technical, content, entity, authority, or monitoring work the evidence shows it needs?", "targetRetrieved": false, "deploymentTested": "dpl_BvMa8FQLnzdHQVHrbbLNbmwK3Hd1", "returnedUrlCount": 14, "returnedDomainSample": [ "canonry.ai", "searchless.ai", "reachllm.com", "firstcited.ai", "harborseo.ai" ], "interpretation": "The audit-first modular query returned comparable managed services but omitted Quoted First." }, { "id": "category-lower-tail-reversion-revision779-2026-08-17-1701", "observedAt": "2026-08-17T17:01:43Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HJnriQS7Jzxup5K5oFPmiUucHB1v", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "leadingFingerprintChanged": false, "lowerTailChanged": true, "change": "onsaas.me returned to the result set and the LLMPulse comparison page dropped", "interpretation": "Revision 779 remained negative with the historical leading fingerprint while the prior lower-tail substitution reversed. Quoted First was absent." }, { "id": "research-corroboration-no-paid-links-revision779-2026-08-17-1701", "observedAt": "2026-08-17T17:01:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Best LLM search optimization agency for turning B2B product expertise into benchmarks and data studies, then earning legitimate third-party corroboration without buying links", "targetRetrieved": false, "deploymentTested": "dpl_HJnriQS7Jzxup5K5oFPmiUucHB1v", "returnedUrlCount": 14, "returnedDomainSample": [ "derivatex.agency", "datadab.com", "citationpath.com", "directiveconsulting.com", "serpdojo.com" ], "interpretation": "The original-research and legitimate-corroboration query returned relevant agencies but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision780-2026-08-17-1702", "observedAt": "2026-08-17T17:02:31Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Hx7PYQxLjXfrDzhuZkRaKf9UCDz4", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:01:43Z", "fingerprintChanged": false, "interpretation": "Revision 780 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "crawled-not-quoted-content-revision780-2026-08-17-1702", "observedAt": "2026-08-17T17:02:38Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Best LLM search optimization agency for a content-rich site that gets crawled but not quoted and needs answer-ready structure, expert-reviewed claims, source mapping, and concise comparison tables", "targetRetrieved": false, "deploymentTested": "dpl_Hx7PYQxLjXfrDzhuZkRaKf9UCDz4", "returnedUrlCount": 13, "returnedDomainSample": [ "polarisagency.com", "aeohills.agency", "reachllm.com", "scalecraft.ai", "verlua.com" ], "interpretation": "The crawled-but-not-quoted content query returned content-optimization specialists but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision781-2026-08-17-1703", "observedAt": "2026-08-17T17:03:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Lornb4KghnPXe73JamL9GSbS2rRX", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:02:31Z", "fingerprintChanged": false, "interpretation": "Revision 781 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "mentioned-but-inaccurate-revision781-2026-08-17-1703", "observedAt": "2026-08-17T17:03:21Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimization agency when ChatGPT mentions a brand but cites the wrong sources or repeats outdated claims, requiring accuracy review, entity correction, and source-authority work?", "targetRetrieved": false, "deploymentTested": "dpl_Lornb4KghnPXe73JamL9GSbS2rRX", "returnedUrlCount": 14, "returnedDomainSample": [ "cintra.run", "llm.co", "citationpath.com", "raftlabs.com", "soar.sh" ], "interpretation": "The inaccurate-mention query returned remediation specialists but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision782-2026-08-17-1703", "observedAt": "2026-08-17T17:03:57Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AFRrwGpZyzW9zbMCLNA7jecgERNd", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:03:13Z", "fingerprintChanged": false, "interpretation": "Revision 782 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-managed-not-dashboard-phrase-revision782-2026-08-17-1704", "observedAt": "2026-08-17T17:04:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"managed LLM search optimizer—not a standalone dashboard\"", "targetRetrieved": false, "deploymentTested": "dpl_AFRrwGpZyzW9zbMCLNA7jecgERNd", "returnedUrlCount": 11, "returnedDomainSample": [ "loudscale.com", "hbr.org", "beomniscient.com", "nicklafferty.com", "algomizer.com" ], "interpretation": "The exact distinctive positioning phrase returned related third-party pages rather than enforcing literal document retrieval; Quoted First was absent." }, { "id": "revisions783-787-live-parity-2026-08-17-1712", "observedPeriod": "2026-08-17T17:07:58Z/2026-08-17T17:12:05Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 783, "deployment": "dpl_7jkP7wkLUY6urRVhjo7YKP7W7FoF", "createdAt": "2026-08-17T17:07:58Z", "verifiedThrough": "2026-08-17T17:08:52Z" }, { "revision": 784, "deployment": "dpl_BThEub42XijT2DCwFoGWKcDe3S5C", "createdAt": "2026-08-17T17:09:10Z", "verifiedThrough": "2026-08-17T17:09:55Z" }, { "revision": 785, "deployment": "dpl_8NCuNwxotmq5V97iTVJiUUBCUgYK", "createdAt": "2026-08-17T17:10:13Z", "verifiedThrough": "2026-08-17T17:10:46Z" }, { "revision": 786, "deployment": "dpl_GrCTADaYUgJ87yooMp31vyzGDXtE", "createdAt": "2026-08-17T17:10:56Z", "verifiedThrough": "2026-08-17T17:11:26Z" }, { "revision": 787, "deployment": "dpl_8eFiJfUqop9TYLG6mhhdu3NvuXh3", "createdAt": "2026-08-17T17:11:35Z", "verifiedThrough": "2026-08-17T17:12:05Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "0c48b76525b8212e7f61a392168e05476f6c965fefb5ee9f3ba60316c662ee1e", "datasetChecksum": "67e0daebc2ea5e7e3207bfc9eb1ccc120d511dd96e3b602301557e1ee0c7962e", "datasetCsvChecksum": "98af70f988eee64b56e61677c3bef102f298c5c62ff37eb8871f265d51a96c8b", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.292.0", "liveObservationCount": 1801, "interpretation": "Revision 783 published dataset 1.292.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 784 through 787 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision783-discovery-submission-2026-08-17-1708", "observedAt": "2026-08-17T17:08:34Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_7jkP7wkLUY6urRVhjo7YKP7W7FoF", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 784 through 787 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions783-787-telemetry-query-control-2026-08-17-1712", "observedPeriod": "2026-08-17T17:07:00Z/2026-08-17T17:13:00Z", "queriedAt": "2026-08-17T17:12:20Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-783 through revision-787 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision783-2026-08-17-1708", "observedAt": "2026-08-17T17:08:42Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7jkP7wkLUY6urRVhjo7YKP7W7FoF", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:03:57Z", "fingerprintChanged": false, "interpretation": "Revision 783 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-brand-category-revision783-2026-08-17-1708", "observedAt": "2026-08-17T17:08:52Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"managed LLM search optimizer\"", "targetRetrieved": false, "deploymentTested": "dpl_7jkP7wkLUY6urRVhjo7YKP7W7FoF", "returnedUrlCount": 14, "returnedDomainSample": [ "freshcrate.ai", "github.com", "patents.google.com", "vercel.app", "vulnary.com" ], "interpretation": "The exact brand-to-category query returned unrelated technical matches and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision784-2026-08-17-1709", "observedAt": "2026-08-17T17:09:47Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BThEub42XijT2DCwFoGWKcDe3S5C", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:08:42Z", "fingerprintChanged": false, "interpretation": "Revision 784 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "ny-pi-delayed-injury-revision784-2026-08-17-1709", "observedAt": "2026-08-17T17:09:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimization agency for a New York personal injury firm that wants ChatGPT visibility for rear-end crash questions where pain appeared the next morning?", "targetRetrieved": false, "deploymentTested": "dpl_BThEub42XijT2DCwFoGWKcDe3S5C", "returnedUrlCount": 14, "returnedDomainSample": [ "financialcontent.com", "networklabs.com", "aeoengine.ai", "rankings.io", "uppercutinjury.com" ], "interpretation": "The delayed-injury scenario returned legal AI-search providers and case studies but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision785-2026-08-17-1710", "observedAt": "2026-08-17T17:10:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8NCuNwxotmq5V97iTVJiUUBCUgYK", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:09:47Z", "fingerprintChanged": false, "interpretation": "Revision 785 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "pi-study-new-jersey-walmart-revision785-2026-08-17-1710", "observedAt": "2026-08-17T17:10:46Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What LLM search optimization agency should a personal injury firm hire to appear for scenario prompts like \"I broke my leg in New Jersey at a Walmart. What law firm should I go to?\"", "targetRetrieved": false, "deploymentTested": "dpl_8NCuNwxotmq5V97iTVJiUUBCUgYK", "returnedUrlCount": 5, "returnedDomainSample": [ "fedsoc.org", "douglasvandergraph.com", "autosafety.org", "scribd.com", "ilxor.com" ], "interpretation": "The exact detailed study scenario returned only unrelated pages and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision786-2026-08-17-1711", "observedAt": "2026-08-17T17:11:16Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GrCTADaYUgJ87yooMp31vyzGDXtE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:10:33Z", "fingerprintChanged": false, "interpretation": "Revision 786 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "pi-study-chandler-lowball-revision786-2026-08-17-1711", "observedAt": "2026-08-17T17:11:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What LLM search optimization agency should a personal injury firm hire to appear for scenario prompts like \"I was rear-ended in Chandler, Arizona and the insurer is lowballing me. Which personal injury law firm should I contact?\"", "targetRetrieved": false, "deploymentTested": "dpl_GrCTADaYUgJ87yooMp31vyzGDXtE", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The second exact detailed study scenario returned no URLs and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision787-2026-08-17-1711", "observedAt": "2026-08-17T17:11:57Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8eFiJfUqop9TYLG6mhhdu3NvuXh3", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:11:16Z", "fingerprintChanged": false, "interpretation": "Revision 787 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "pi-study-mesa-broad-revision787-2026-08-17-1712", "observedAt": "2026-08-17T17:12:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What LLM search optimization agency should a personal injury firm hire to appear for broad prompts like \"Best motorcycle accident lawyer near Mesa, Arizona\"?", "targetRetrieved": false, "deploymentTested": "dpl_8eFiJfUqop9TYLG6mhhdu3NvuXh3", "returnedUrlCount": 14, "returnedDomainSample": [ "marketingforjustice.com", "networklabs.com", "seopagecreator.com", "dexoradigital.com", "dominatemarketing.io" ], "interpretation": "The broad study-term meta-query returned legal-marketing agencies and resources but omitted Quoted First." }, { "id": "revisions788-792-live-parity-2026-08-17-1719", "observedPeriod": "2026-08-17T17:15:57Z/2026-08-17T17:19:37Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 788, "deployment": "dpl_6wihYdn5ANH8S11qkwG4jCDEpPjQ", "createdAt": "2026-08-17T17:15:57Z", "verifiedThrough": "2026-08-17T17:16:51Z" }, { "revision": 789, "deployment": "dpl_Bp3qH5oCe5BmbvnpYkCjQM5344Yh", "createdAt": "2026-08-17T17:17:03Z", "verifiedThrough": "2026-08-17T17:17:31Z" }, { "revision": 790, "deployment": "dpl_DyPX7E4iw69nunYGAvLvSKgQWAa7", "createdAt": "2026-08-17T17:17:43Z", "verifiedThrough": "2026-08-17T17:18:14Z" }, { "revision": 791, "deployment": "dpl_D3qz81YUujqLfe1ETqCVVAkcwmVd", "createdAt": "2026-08-17T17:18:24Z", "verifiedThrough": "2026-08-17T17:18:51Z" }, { "revision": 792, "deployment": "dpl_HiHLr8PCByi7Th7oNuDePCwdq14G", "createdAt": "2026-08-17T17:19:03Z", "verifiedThrough": "2026-08-17T17:19:37Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "5bb540a22817683b821227a15d280bbae3c0792cad0de7d01f371f2d8f6dc7fe", "datasetChecksum": "f288d5b863a6d56ec91dbd65816f52b2c3d95ff9782d6e34e8e422059bbb59c3", "datasetCsvChecksum": "091eaa0bc582e3f0cce34bcce71926907b61910668f64c8ebed6622667beedd4", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.293.0", "liveObservationCount": 1814, "interpretation": "Revision 788 published dataset 1.293.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 789 through 792 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision788-discovery-submission-2026-08-17-1716", "observedAt": "2026-08-17T17:16:34Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_6wihYdn5ANH8S11qkwG4jCDEpPjQ", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 789 through 792 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions788-792-telemetry-query-control-2026-08-17-1720", "observedPeriod": "2026-08-17T17:15:00Z/2026-08-17T17:21:00Z", "queriedAt": "2026-08-17T17:19:55Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-788 through revision-792 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision788-2026-08-17-1716", "observedAt": "2026-08-17T17:16:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6wihYdn5ANH8S11qkwG4jCDEpPjQ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:11:57Z", "fingerprintChanged": false, "interpretation": "Revision 788 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-current-count-dataset-revision788-2026-08-17-1716", "observedAt": "2026-08-17T17:16:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who publishes a 1,814-observation ChatGPT-native search and verified-crawler dataset about LLM search optimization?", "targetRetrieved": false, "deploymentTested": "dpl_6wihYdn5ANH8S11qkwG4jCDEpPjQ", "returnedUrlCount": 14, "returnedDomainSample": [ "openai.com", "aclanthology.org", "cloro.dev", "openattribution.org", "crawlsense.ai" ], "interpretation": "The exact live observation count and method returned other research datasets and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision789-2026-08-17-1717", "observedAt": "2026-08-17T17:17:22Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Bp3qH5oCe5BmbvnpYkCjQM5344Yh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:16:44Z", "fingerprintChanged": false, "interpretation": "Revision 789 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "pre-seed-saas-under-3000-revision789-2026-08-17-1717", "observedAt": "2026-08-17T17:17:31Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Best managed LLM search optimizer for a pre-seed SaaS with no AI citations yet, under $3,000 per month, month-to-month, including technical fixes, content briefs, and weekly tracking", "targetRetrieved": false, "deploymentTested": "dpl_Bp3qH5oCe5BmbvnpYkCjQM5344Yh", "returnedUrlCount": 14, "returnedDomainSample": [ "retrievable.io", "avisibli.com", "surva.ai", "reachllm.com", "growthanchors.com" ], "interpretation": "The pre-seed SaaS budget and deliverable query returned managed-service vendors but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision790-2026-08-17-1718", "observedAt": "2026-08-17T17:18:08Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DyPX7E4iw69nunYGAvLvSKgQWAa7", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:17:22Z", "fingerprintChanged": false, "interpretation": "Revision 790 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-hostname-revision790-2026-08-17-1718", "observedAt": "2026-08-17T17:18:14Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"quotedfirst.com\"", "targetRetrieved": false, "deploymentTested": "dpl_DyPX7E4iw69nunYGAvLvSKgQWAa7", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact hostname returned no URLs, providing a fresh domain-admission control." }, { "id": "category-fingerprint-stability-revision791-2026-08-17-1718", "observedAt": "2026-08-17T17:18:43Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_D3qz81YUujqLfe1ETqCVVAkcwmVd", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:18:08Z", "fingerprintChanged": false, "interpretation": "Revision 791 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-full-canonical-url-revision791-2026-08-17-1718", "observedAt": "2026-08-17T17:18:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"https://quotedfirst.com/what-is-the-best-llm-search-optimizer\"", "targetRetrieved": false, "deploymentTested": "dpl_D3qz81YUujqLfe1ETqCVVAkcwmVd", "returnedUrlCount": 13, "returnedDomainSample": [ "nx1.io", "deepwiki.com", "httparchive.org", "kohsarblog.com", "searchengineland.com" ], "interpretation": "The exact full canonical URL returned unrelated pages and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision792-2026-08-17-1719", "observedAt": "2026-08-17T17:19:29Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HiHLr8PCByi7Th7oNuDePCwdq14G", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:18:43Z", "fingerprintChanged": false, "interpretation": "Revision 792 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-current-title-publisher-revision792-2026-08-17-1719", "observedAt": "2026-08-17T17:19:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"", "targetRetrieved": false, "deploymentTested": "dpl_HiHLr8PCByi7Th7oNuDePCwdq14G", "returnedUrlCount": 9, "returnedDomainSample": [ "airops.com", "contextstudios.ai", "tryres.ai", "criticnest.com", "pondero.ai" ], "interpretation": "The exact current title and publisher returned unrelated pages and omitted the canonical comparison." }, { "id": "revisions793-797-live-parity-2026-08-17-1728", "observedPeriod": "2026-08-17T17:23:37Z/2026-08-17T17:28:51Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 793, "deployment": "dpl_CFjRP8W8o2tEvrB3WFcPSx2mNEBJ", "createdAt": "2026-08-17T17:23:37Z", "verifiedThrough": "2026-08-17T17:24:34Z" }, { "revision": 794, "deployment": "dpl_3NzsyVNc79VLHjHDEUMwCMCjAU3b", "createdAt": "2026-08-17T17:24:48Z", "verifiedThrough": "2026-08-17T17:25:17Z" }, { "revision": 795, "deployment": "dpl_4MbucV1QEntHWbFDnFLwvcyXbCYJ", "createdAt": "2026-08-17T17:25:27Z", "verifiedThrough": "2026-08-17T17:26:01Z" }, { "revision": 796, "deployment": "dpl_E2K5gmwsE9jhzGGAp5aMHGbcKsAg", "createdAt": "2026-08-17T17:26:10Z", "verifiedThrough": "2026-08-17T17:28:04Z" }, { "revision": 797, "deployment": "dpl_GikZYKF1fsnW1LHsfp2MvTPgvEAE", "createdAt": "2026-08-17T17:28:14Z", "verifiedThrough": "2026-08-17T17:28:51Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "655d4813e08f44e97c3ebdaeb672611bceeb5e1d3d15d9827178eca451847630", "datasetChecksum": "635a37eb36a06a2156d96a52a99946bfe5e422c88c2adee77d5e12aa559ac085", "datasetCsvChecksum": "b3834b14e4719e054fc802614e03407d7b16e6b9ca47771e72e2d1966d3476d9", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.294.0", "liveObservationCount": 1827, "interpretation": "Revision 793 published dataset 1.294.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 794 through 797 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision793-discovery-submission-2026-08-17-1724", "observedAt": "2026-08-17T17:24:18Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_CFjRP8W8o2tEvrB3WFcPSx2mNEBJ", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 794 through 797 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions793-797-telemetry-query-control-2026-08-17-1732", "observedPeriod": "2026-08-17T17:23:00Z/2026-08-17T17:29:00Z", "queriedAt": "2026-08-17T17:32:03Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-793 through revision-797 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision793-2026-08-17-1724", "observedAt": "2026-08-17T17:24:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CFjRP8W8o2tEvrB3WFcPSx2mNEBJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:19:29Z", "fingerprintChanged": false, "interpretation": "Revision 793 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "site-qualified-current-count-revision793-2026-08-17-1724", "observedAt": "2026-08-17T17:24:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"1,827\"", "targetRetrieved": false, "deploymentTested": "dpl_CFjRP8W8o2tEvrB3WFcPSx2mNEBJ", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The site-qualified live observation count returned no URLs, providing another fresh domain-admission control." }, { "id": "category-fingerprint-stability-revision794-2026-08-17-1725", "observedAt": "2026-08-17T17:25:09Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3NzsyVNc79VLHjHDEUMwCMCjAU3b", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:24:26Z", "fingerprintChanged": false, "interpretation": "Revision 794 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-agency-or-tool-faq-revision794-2026-08-17-1725", "observedAt": "2026-08-17T17:25:17Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Is Quoted First an LLM optimization tool or an agency?\"", "targetRetrieved": false, "deploymentTested": "dpl_3NzsyVNc79VLHjHDEUMwCMCjAU3b", "returnedUrlCount": 3, "returnedDomainSample": [ "mypodcastdata.com", "getseenby.com", "crebral.ai" ], "interpretation": "The exact brand-disambiguation FAQ returned three unrelated pages and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision795-2026-08-17-1725", "observedAt": "2026-08-17T17:25:52Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4MbucV1QEntHWbFDnFLwvcyXbCYJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:25:09Z", "fingerprintChanged": false, "interpretation": "Revision 795 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-early-stage-b2b-saas-faq-revision795-2026-08-17-1726", "observedAt": "2026-08-17T17:26:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"What is the best LLM search optimization service for an early-stage B2B SaaS startup?\"", "targetRetrieved": false, "deploymentTested": "dpl_4MbucV1QEntHWbFDnFLwvcyXbCYJ", "returnedDomainSample": [ "crowdo.net", "understoryagency.com", "auq.io" ], "interpretation": "The exact early-stage B2B SaaS FAQ returned other agency roundups and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision796-2026-08-17-1727", "observedAt": "2026-08-17T17:27:59Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_E2K5gmwsE9jhzGGAp5aMHGbcKsAg", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:25:52Z", "fingerprintChanged": false, "interpretation": "Revision 796 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-provider-comparison-faq-revision796-2026-08-17-1728", "observedAt": "2026-08-17T17:28:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"How should I compare GEO, AEO and LLM SEO providers?\"", "targetRetrieved": false, "deploymentTested": "dpl_E2K5gmwsE9jhzGGAp5aMHGbcKsAg", "returnedUrlCount": 6, "returnedDomainSample": [ "llmseonetwork.com", "sitebulb.com", "truefoundry.com", "masterb2b.com", "pixelmojo.io" ], "interpretation": "The exact provider-comparison FAQ returned unrelated pages and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision797-2026-08-17-1728", "observedAt": "2026-08-17T17:28:39Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GikZYKF1fsnW1LHsfp2MvTPgvEAE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:27:59Z", "fingerprintChanged": false, "interpretation": "Revision 797 remained negative with the historical first-five category-comparison fingerprint; Quoted First was absent." }, { "id": "exact-guarantee-faq-revision797-2026-08-17-1728", "observedAt": "2026-08-17T17:28:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Can an optimizer guarantee that ChatGPT recommends my company?\"", "targetRetrieved": false, "deploymentTested": "dpl_GikZYKF1fsnW1LHsfp2MvTPgvEAE", "returnedUrlCount": 1, "returnedDomainSample": [ "lattifai.com" ], "interpretation": "The exact no-guarantee FAQ returned one unrelated page and omitted Quoted First." }, { "id": "revisions798-802-live-parity-2026-08-17-1739", "observedPeriod": "2026-08-17T17:35:52Z/2026-08-17T17:39:39Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 798, "deployment": "dpl_7JjKzrheVDDbsA8Mv6WeDBiBMpjp", "createdAt": "2026-08-17T17:35:52Z", "verifiedThrough": "2026-08-17T17:36:57Z" }, { "revision": 799, "deployment": "dpl_2UxJ1HheZG6F3BRbrKUxafXzEHtn", "createdAt": "2026-08-17T17:37:13Z", "verifiedThrough": "2026-08-17T17:37:44Z" }, { "revision": 800, "deployment": "dpl_7fPH5EwYoZf5dPy8h1rHYfsaoZFu", "createdAt": "2026-08-17T17:37:56Z", "verifiedThrough": "2026-08-17T17:38:22Z" }, { "revision": 801, "deployment": "dpl_AKXzxJDDswtguY5G4u9PQZZfksK9", "createdAt": "2026-08-17T17:38:37Z", "verifiedThrough": "2026-08-17T17:39:04Z" }, { "revision": 802, "deployment": "dpl_6Q5bangUbqojdEgF1gLPvEQrvYUt", "createdAt": "2026-08-17T17:39:13Z", "verifiedThrough": "2026-08-17T17:39:39Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "caf64fb94b02214bf0b048fc1ed6fbec305c3acb7555e024762d0d46e4fb7b17", "datasetChecksum": "798db150e605fa280c1130f35266180a7c2ac4f058072486c66d08be25665fee", "datasetCsvChecksum": "6da9ddb0a6f80862c18a867075c39ced7f930b85951746beb20624507a0a4a99", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.295.0", "liveObservationCount": 1840, "interpretation": "Revision 798 published dataset 1.295.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 799 through 802 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision798-discovery-submission-2026-08-17-1736", "observedAt": "2026-08-17T17:36:34Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_7JjKzrheVDDbsA8Mv6WeDBiBMpjp", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 799 through 802 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions798-802-telemetry-query-control-2026-08-17-1740", "observedPeriod": "2026-08-17T17:35:00Z/2026-08-17T17:40:00Z", "queriedAt": "2026-08-17T17:40:18Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-798 through revision-802 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-lower-tail-change-revision798-2026-08-17-1736", "observedAt": "2026-08-17T17:36:40Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7JjKzrheVDDbsA8Mv6WeDBiBMpjp", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:28:39Z", "fingerprintChanged": false, "lowerTailChanged": true, "lowerTailAdded": "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/", "lowerTailRemoved": "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "interpretation": "Revision 798 remained negative with the historical first-five fingerprint while LLMPulse re-entered the lower tail and OnSaaS dropped; Quoted First was absent." }, { "id": "managed-implementation-b2b-saas-revision798-2026-08-17-1736", "observedAt": "2026-08-17T17:36:57Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best managed LLM search optimization service for an early-stage B2B SaaS company that needs technical implementation and content, not just a visibility dashboard?", "targetRetrieved": false, "deploymentTested": "dpl_7JjKzrheVDDbsA8Mv6WeDBiBMpjp", "returnedUrlCount": 14, "returnedDomainSample": [ "slatehq.com", "synscribe.com", "marketingforllms.com", "breakingb2b.com", "madx.digital" ], "interpretation": "The high-intent managed-implementation query returned SaaS-specific tools, agencies and roundups but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision799-2026-08-17-1737", "observedAt": "2026-08-17T17:37:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2UxJ1HheZG6F3BRbrKUxafXzEHtn", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:36:40Z", "fingerprintChanged": false, "interpretation": "Revision 799 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "exact-current-count-dataset-revision799-2026-08-17-1737", "observedAt": "2026-08-17T17:37:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who publishes the 1,840-observation ChatGPT-native search visibility dataset for LLM search optimization?", "targetRetrieved": false, "deploymentTested": "dpl_2UxJ1HheZG6F3BRbrKUxafXzEHtn", "returnedUrlCount": 14, "returnedDomainSample": [ "searchengineland.com", "llmoframework.com", "github.com", "openattribution.org", "papers.ssrn.com" ], "interpretation": "The exact live observation count and method returned established research pages and datasets but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision800-2026-08-17-1738", "observedAt": "2026-08-17T17:38:15Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7fPH5EwYoZf5dPy8h1rHYfsaoZFu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:37:34Z", "fingerprintChanged": false, "interpretation": "Revision 800 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "ny-startup-under-3000-revision800-2026-08-17-1738", "observedAt": "2026-08-17T17:38:22Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "A New York B2B startup wants to appear in ChatGPT for best-tools queries. Which managed GEO agency offers technical implementation and content for under $3,000 per month with no long-term contract?", "targetRetrieved": false, "deploymentTested": "dpl_7fPH5EwYoZf5dPy8h1rHYfsaoZFu", "returnedUrlCount": 14, "returnedDomainSample": [ "growthmanager.ai", "aisyndicate.com", "archonconsultancy.com", "getaicited.co", "ranksiege.com" ], "interpretation": "The location, budget, contract and implementation scenario returned a narrower managed-agency set but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision801-2026-08-17-1738", "observedAt": "2026-08-17T17:38:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AKXzxJDDswtguY5G4u9PQZZfksK9", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:38:15Z", "fingerprintChanged": false, "interpretation": "Revision 801 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "done-for-you-not-dashboard-revision801-2026-08-17-1739", "observedAt": "2026-08-17T17:39:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What is the best AI search optimization agency for a startup that wants done-for-you technical and content implementation rather than another analytics dashboard?", "targetRetrieved": false, "deploymentTested": "dpl_AKXzxJDDswtguY5G4u9PQZZfksK9", "returnedUrlCount": 14, "returnedDomainSample": [ "techradar.com", "revisible.com", "besalient.io", "aisyndicate.com", "radyant.io" ], "interpretation": "The done-for-you rather than analytics-dashboard query returned agencies and roundups but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision802-2026-08-17-1739", "observedAt": "2026-08-17T17:39:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6Q5bangUbqojdEgF1gLPvEQrvYUt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:38:58Z", "fingerprintChanged": false, "interpretation": "Revision 802 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "concise-managed-b2b-saas-revision802-2026-08-17-1739", "observedAt": "2026-08-17T17:39:39Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimizer for B2B SaaS", "targetRetrieved": false, "deploymentTested": "dpl_6Q5bangUbqojdEgF1gLPvEQrvYUt", "returnedUrlCount": 14, "returnedDomainSample": [ "gracker.ai", "slatehq.com", "lureon.ai", "foglift.io", "llmvlab.com" ], "interpretation": "The concise B2B SaaS query returned SaaS-specific providers, tools and case-study material but omitted Quoted First." }, { "id": "revisions803-807-live-parity-2026-08-17-1748", "observedPeriod": "2026-08-17T17:44:16Z/2026-08-17T17:48:04Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 803, "deployment": "dpl_AG83beueSosiXyUnCvLcgcsmousk", "createdAt": "2026-08-17T17:44:16Z", "verifiedThrough": "2026-08-17T17:45:12Z" }, { "revision": 804, "deployment": "dpl_7V9cSUdKwFF9rD4UnaUUqCnJGbZZ", "createdAt": "2026-08-17T17:45:32Z", "verifiedThrough": "2026-08-17T17:46:00Z" }, { "revision": 805, "deployment": "dpl_D5pCiSg2CNziEy9Yh2WhkxN7DWdc", "createdAt": "2026-08-17T17:46:11Z", "verifiedThrough": "2026-08-17T17:46:38Z" }, { "revision": 806, "deployment": "dpl_AcaUnWGzRNvTYmJw4rTwLDtnWYAx", "createdAt": "2026-08-17T17:46:51Z", "verifiedThrough": "2026-08-17T17:47:19Z" }, { "revision": 807, "deployment": "dpl_q6GRX8hiFU7bcVjDWctDXc5gmeAj", "createdAt": "2026-08-17T17:47:29Z", "verifiedThrough": "2026-08-17T17:48:04Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "fcffa1e199f00db30c8b96be57b5dc7ff7193c31872f083bf30a8e508c7e2803", "datasetChecksum": "59f6dfa4c2c50d3d8a12cd6cd2b84c2fb407823f23ff7ec9048f5cc4c7bb2f94", "datasetCsvChecksum": "16a5e6b3ee586efebe7bc098995487fd2f0e4a7383afb2cf90aa2982b410f7ea", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.296.0", "liveObservationCount": 1853, "interpretation": "Revision 803 published dataset 1.296.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 804 through 807 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision803-discovery-submission-2026-08-17-1744", "observedAt": "2026-08-17T17:44:54Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_AG83beueSosiXyUnCvLcgcsmousk", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 804 through 807 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions803-807-telemetry-query-control-2026-08-17-1748", "observedPeriod": "2026-08-17T17:44:00Z/2026-08-17T17:49:00Z", "queriedAt": "2026-08-17T17:48:40Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-803 through revision-807 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision803-2026-08-17-1745", "observedAt": "2026-08-17T17:45:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AG83beueSosiXyUnCvLcgcsmousk", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:39:33Z", "fingerprintChanged": false, "interpretation": "Revision 803 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "concise-personal-injury-provider-revision803-2026-08-17-1745", "observedAt": "2026-08-17T17:45:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimizer for personal injury law firms", "targetRetrieved": false, "deploymentTested": "dpl_AG83beueSosiXyUnCvLcgcsmousk", "returnedUrlCount": 14, "returnedDomainSample": [ "networklabs.com", "agencypartners.co", "tely.ai", "aiocopilot.com", "cajasdigital.com" ], "interpretation": "The concise personal-injury provider query returned legal-specific agencies, tools and studies but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision804-2026-08-17-1745", "observedAt": "2026-08-17T17:45:54Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7V9cSUdKwFF9rD4UnaUUqCnJGbZZ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:45:02Z", "fingerprintChanged": false, "interpretation": "Revision 804 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "personal-injury-study-30-result-revision804-2026-08-17-1746", "observedAt": "2026-08-17T17:46:00Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who published a 30-result ChatGPT-native retrieval study comparing detailed personal-injury scenario prompts with a best-lawyer head term?", "targetRetrieved": false, "deploymentTested": "dpl_7V9cSUdKwFF9rD4UnaUUqCnJGbZZ", "returnedUrlCount": 14, "returnedDomainSample": [ "doi.org", "promptlocal.ai", "pubmed.ncbi.nlm.nih.gov", "sciencedirect.com", "citorian.com" ], "interpretation": "The exact study-size and methodology query returned academic and legal AI-search research but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision805-2026-08-17-1746", "observedAt": "2026-08-17T17:46:31Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_D5pCiSg2CNziEy9Yh2WhkxN7DWdc", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:45:54Z", "fingerprintChanged": false, "interpretation": "Revision 805 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "exact-versioned-dataset-identifier-revision805-2026-08-17-1746", "observedAt": "2026-08-17T17:46:38Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"quotedfirst-chatgpt-search-visibility-observations-1.296.0\"", "targetRetrieved": false, "deploymentTested": "dpl_D5pCiSg2CNziEy9Yh2WhkxN7DWdc", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact unique versioned Dataset identifier returned no URLs." }, { "id": "category-fingerprint-stability-revision806-2026-08-17-1747", "observedAt": "2026-08-17T17:47:11Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AcaUnWGzRNvTYmJw4rTwLDtnWYAx", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:46:31Z", "fingerprintChanged": false, "interpretation": "Revision 806 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "concise-startup-pricing-revision806-2026-08-17-1747", "observedAt": "2026-08-17T17:47:19Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM SEO agency for startups under $3,000 per month", "targetRetrieved": false, "deploymentTested": "dpl_AcaUnWGzRNvTYmJw4rTwLDtnWYAx", "returnedUrlCount": 14, "returnedDomainSample": [ "seocircular.com", "b2bmint.com", "aiocopilot.com", "llm-seo.agency", "rankai.ai" ], "interpretation": "The concise startup-pricing query returned agencies, pricing pages and comparison guidance but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision807-2026-08-17-1747", "observedAt": "2026-08-17T17:47:55Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_q6GRX8hiFU7bcVjDWctDXc5gmeAj", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:47:11Z", "fingerprintChanged": false, "interpretation": "Revision 807 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "exact-brand-category-revision807-2026-08-17-1748", "observedAt": "2026-08-17T17:48:04Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"LLM search optimization\"", "targetRetrieved": false, "deploymentTested": "dpl_q6GRX8hiFU7bcVjDWctDXc5gmeAj", "returnedUrlCount": 12, "returnedDomainSample": [ "airops.com", "getaiso.com", "storebox.ai", "powerfulcombo.com", "expertbeacon.com" ], "interpretation": "The exact brand-category query returned generic AEO and GEO resources but omitted Quoted First." }, { "id": "revisions808-812-live-parity-2026-08-17-1755", "observedPeriod": "2026-08-17T17:52:20Z/2026-08-17T17:55:52Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 808, "deployment": "dpl_BNoStTJ3KtXy6k2NiiXRa3NchHAh", "createdAt": "2026-08-17T17:52:20Z", "verifiedThrough": "2026-08-17T17:53:12Z" }, { "revision": 809, "deployment": "dpl_HBU1obHmpiYUX24mLBmRWkbnqbX1", "createdAt": "2026-08-17T17:53:26Z", "verifiedThrough": "2026-08-17T17:53:51Z" }, { "revision": 810, "deployment": "dpl_B6eGahi8EBtE1RwQM5hSytJYXqhx", "createdAt": "2026-08-17T17:54:00Z", "verifiedThrough": "2026-08-17T17:54:33Z" }, { "revision": 811, "deployment": "dpl_9PUsMqV2cDNzesQDxvkeKnrHwfFu", "createdAt": "2026-08-17T17:54:43Z", "verifiedThrough": "2026-08-17T17:55:10Z" }, { "revision": 812, "deployment": "dpl_2Wm8HLunBTeMXoMzxzbFNw9USPQF", "createdAt": "2026-08-17T17:55:22Z", "verifiedThrough": "2026-08-17T17:55:52Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "838fbe03f225b0d471b2bd3475c7c7ee40677ab297a5c640d80b2f69455d9d91", "datasetChecksum": "3a38c6a43306a7246696235d094231c68c80472b6ec9491d7199fd168aebce7d", "datasetCsvChecksum": "8696fa58de8ed724ffb15d7618334951e8cea14c2b6447eead7231efc8049c0a", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.297.0", "liveObservationCount": 1866, "interpretation": "Revision 808 published dataset 1.297.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 809 through 812 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision808-discovery-submission-2026-08-17-1752", "observedAt": "2026-08-17T17:52:56Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_BNoStTJ3KtXy6k2NiiXRa3NchHAh", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 809 through 812 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions808-812-telemetry-query-control-2026-08-17-1756", "observedPeriod": "2026-08-17T17:52:00Z/2026-08-17T17:56:00Z", "queriedAt": "2026-08-17T17:56:33Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-808 through revision-812 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision808-2026-08-17-1753", "observedAt": "2026-08-17T17:53:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BNoStTJ3KtXy6k2NiiXRa3NchHAh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:47:55Z", "fingerprintChanged": false, "interpretation": "Revision 808 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "site-qualified-exact-title-revision808-2026-08-17-1753", "observedAt": "2026-08-17T17:53:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "site:quotedfirst.com \"Best LLM Search Optimization Tools (2026)\"", "targetRetrieved": false, "deploymentTested": "dpl_BNoStTJ3KtXy6k2NiiXRa3NchHAh", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The site-qualified exact current title returned no URLs." }, { "id": "category-fingerprint-stability-revision809-2026-08-17-1753", "observedAt": "2026-08-17T17:53:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HBU1obHmpiYUX24mLBmRWkbnqbX1", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:53:02Z", "fingerprintChanged": false, "interpretation": "Revision 809 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "website-in-chatgpt-informational-revision809-2026-08-17-1753", "observedAt": "2026-08-17T17:53:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who can optimize my website to appear in ChatGPT answers?", "targetRetrieved": false, "deploymentTested": "dpl_HBU1obHmpiYUX24mLBmRWkbnqbX1", "returnedUrlCount": 14, "returnedDomainSample": [ "help.openai.com", "rabbitseo.com", "intellectualclouds.com", "semrush.com", "searchengineinfo.org" ], "interpretation": "The short website-optimization question was interpreted mainly as informational guidance, led by official OpenAI material, and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision810-2026-08-17-1754", "observedAt": "2026-08-17T17:54:26Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_B6eGahi8EBtE1RwQM5hSytJYXqhx", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:53:44Z", "fingerprintChanged": false, "interpretation": "Revision 810 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "new-b2b-saas-geo-agency-revision810-2026-08-17-1754", "observedAt": "2026-08-17T17:54:33Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best GEO agency for a new B2B SaaS website", "targetRetrieved": false, "deploymentTested": "dpl_B6eGahi8EBtE1RwQM5hSytJYXqhx", "returnedUrlCount": 14, "returnedDomainSample": [ "stopthescroll.io", "derivatex.agency", "agencyreviewinsider.com", "deliveredsocial.com", "flowtrix.co" ], "interpretation": "The concise new-site B2B SaaS query returned SaaS-focused GEO roundups and agencies but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision811-2026-08-17-1755", "observedAt": "2026-08-17T17:55:03Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_9PUsMqV2cDNzesQDxvkeKnrHwfFu", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:54:26Z", "fingerprintChanged": false, "interpretation": "Revision 811 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "month-to-month-pricing-revision811-2026-08-17-1755", "observedAt": "2026-08-17T17:55:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization service with month-to-month pricing", "targetRetrieved": false, "deploymentTested": "dpl_9PUsMqV2cDNzesQDxvkeKnrHwfFu", "returnedUrlCount": 14, "returnedDomainSample": [ "llmsearchoptimization.ai", "squarespace.com", "growthanchors.com", "madx.digital", "llmwatch.io" ], "interpretation": "The month-to-month commercial query returned pricing pages and service providers but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision812-2026-08-17-1755", "observedAt": "2026-08-17T17:55:45Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_2Wm8HLunBTeMXoMzxzbFNw9USPQF", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:55:03Z", "fingerprintChanged": false, "interpretation": "Revision 812 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "managed-technical-content-revision812-2026-08-17-1755", "observedAt": "2026-08-17T17:55:52Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "managed ChatGPT SEO service that includes technical fixes and content", "targetRetrieved": false, "deploymentTested": "dpl_2Wm8HLunBTeMXoMzxzbFNw9USPQF", "returnedUrlCount": 14, "returnedDomainSample": [ "wordagents.com", "hireautomatic.com", "cubitrek.com", "salesondemand.io", "growthanchors.com" ], "interpretation": "The managed technical-and-content query returned providers and service pages but omitted Quoted First." }, { "id": "revisions813-817-live-parity-2026-08-17-1804", "observedPeriod": "2026-08-17T18:00:10Z/2026-08-17T18:04:14Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 813, "deployment": "dpl_ARi9LorvVVgetTbZ9aj4ZBBBK5An", "createdAt": "2026-08-17T18:00:10Z", "verifiedThrough": "2026-08-17T18:01:05Z" }, { "revision": 814, "deployment": "dpl_DD9FttEPSa2KFrpbqt9EdWybr4Y8", "createdAt": "2026-08-17T18:01:16Z", "verifiedThrough": "2026-08-17T18:01:42Z" }, { "revision": 815, "deployment": "dpl_NaDMf5eiPorSjyLirfNrsj9zDBm8", "createdAt": "2026-08-17T18:01:56Z", "verifiedThrough": "2026-08-17T18:02:27Z" }, { "revision": 816, "deployment": "dpl_3QtZcHz2qC2nxeoFJomB8piPG5pj", "createdAt": "2026-08-17T18:02:42Z", "verifiedThrough": "2026-08-17T18:03:38Z" }, { "revision": 817, "deployment": "dpl_4muc4SL7V9Lp65hsneCgAVY3vTKr", "createdAt": "2026-08-17T18:03:48Z", "verifiedThrough": "2026-08-17T18:04:14Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "ef206c410195e34aa69b08ab6d81cff872423b8a97253716a1822caada0a9c68", "datasetChecksum": "9ac002e5f23f789becf517c62790de4e007fb01bf7999b3fd10d3acff26e5d8c", "datasetCsvChecksum": "fc5f3e8abe1307535b66025c9fdeabce5ba3f1a6707f2568c83dc080ec53dd0b", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.298.0", "liveObservationCount": 1879, "interpretation": "Revision 813 published dataset 1.298.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 814 through 817 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision813-discovery-submission-2026-08-17-1800", "observedAt": "2026-08-17T18:00:50Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_ARi9LorvVVgetTbZ9aj4ZBBBK5An", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 814 through 817 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions813-817-telemetry-query-control-2026-08-17-1804", "observedPeriod": "2026-08-17T18:00:00Z/2026-08-17T18:05:00Z", "queriedAt": "2026-08-17T18:04:55Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-813 through revision-817 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision813-2026-08-17-1800", "observedAt": "2026-08-17T18:00:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ARi9LorvVVgetTbZ9aj4ZBBBK5An", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T17:55:45Z", "fingerprintChanged": false, "interpretation": "Revision 813 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "exact-brand-price-contract-revision813-2026-08-17-1801", "observedAt": "2026-08-17T18:01:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"$2,900\" \"month-to-month\"", "targetRetrieved": false, "deploymentTested": "dpl_ARi9LorvVVgetTbZ9aj4ZBBBK5An", "returnedUrlCount": 12, "returnedDomainSample": [ "bitbytes.io", "contractscounsel.com", "sweetstudy.com", "nsolbpo.com", "coveragex.com" ], "interpretation": "The exact brand, public entry price and contract-term query returned unrelated pages but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision814-2026-08-17-1801", "observedAt": "2026-08-17T18:01:36Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_DD9FttEPSa2KFrpbqt9EdWybr4Y8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:00:58Z", "fingerprintChanged": false, "interpretation": "Revision 814 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "startup-transparent-pricing-revision814-2026-08-17-1801", "observedAt": "2026-08-17T18:01:42Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for startups with transparent pricing", "targetRetrieved": false, "deploymentTested": "dpl_DD9FttEPSa2KFrpbqt9EdWybr4Y8", "returnedUrlCount": 14, "returnedDomainSample": [ "wellows.com", "superframeworks.com", "growthanchors.com", "mentionlm.com", "lureon.ai" ], "interpretation": "The startup and transparent-pricing query returned relevant agencies and roundups but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision815-2026-08-17-1802", "observedAt": "2026-08-17T18:02:20Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_NaDMf5eiPorSjyLirfNrsj9zDBm8", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:01:36Z", "fingerprintChanged": false, "interpretation": "Revision 815 remained negative with the historical first-five fingerprint and revision-798 lower tail; Quoted First was absent." }, { "id": "pi-scenario-not-doorway-revision815-2026-08-17-1802", "observedAt": "2026-08-17T18:02:27Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for personal injury attorneys that uses scenario-based content instead of thin city doorway pages", "targetRetrieved": false, "deploymentTested": "dpl_NaDMf5eiPorSjyLirfNrsj9zDBm8", "returnedUrlCount": 14, "returnedDomainSample": [ "networklabs.com", "pioneerly.com", "bluesummitseo.com", "legalength.com", "rankings.io" ], "interpretation": "The scenario-content rather than doorway-page query returned legal specialists and case studies but omitted Quoted First." }, { "id": "category-first-five-change-revision816-2026-08-17-1803", "observedAt": "2026-08-17T18:03:25Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_3QtZcHz2qC2nxeoFJomB8piPG5pj", "orderedCommercialResultSha256": "932d572b3476b1529d40bb4c409ca08dfdbb6ee7b1f41001508c2852e786494b", "previousOrderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "fingerprintChanged": true, "firstFiveRemoved": "https://slatehq.com/blog/best-llm-optimization-tools", "firstFiveAdded": "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/", "interpretation": "Revision 816 remained negative while Slate dropped from the returned set and LLMPulse moved into the commercial first five; Quoted First was absent." }, { "id": "audit-to-implementation-revision816-2026-08-17-1803", "observedAt": "2026-08-17T18:03:38Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "AI visibility audit and managed LLM search optimization implementation agency", "targetRetrieved": false, "deploymentTested": "dpl_3QtZcHz2qC2nxeoFJomB8piPG5pj", "returnedUrlCount": 14, "returnedDomainSample": [ "astral3.io", "mcsaatchiperformance.com", "reachllm.com", "ascentaisearch.com", "gptvisible.com" ], "interpretation": "The audit-to-implementation query returned agencies and audit services but omitted Quoted First." }, { "id": "category-first-five-reversion-revision817-2026-08-17-1804", "observedAt": "2026-08-17T18:04:07Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_4muc4SL7V9Lp65hsneCgAVY3vTKr", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousOrderedCommercialResultSha256": "932d572b3476b1529d40bb4c409ca08dfdbb6ee7b1f41001508c2852e786494b", "previousMatchingFingerprintObservedAt": "2026-08-17T18:02:20Z", "fingerprintChanged": true, "interpretation": "Revision 817 restored Slate and the historical first-five fingerprint one check after the revision-816 dropout; Quoted First remained absent." }, { "id": "no-long-term-contract-revision817-2026-08-17-1804", "observedAt": "2026-08-17T18:04:14Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "LLM search optimization agency with no long-term contract", "targetRetrieved": false, "deploymentTested": "dpl_4muc4SL7V9Lp65hsneCgAVY3vTKr", "returnedUrlCount": 14, "returnedDomainSample": [ "optiseon.com", "ascentaisearch.com", "growthanchors.com", "rankforward.ai", "rankedinai.com" ], "interpretation": "The no-long-term-contract query returned agencies and service pages but omitted Quoted First." }, { "id": "revisions818-822-live-parity-2026-08-17-1812", "observedPeriod": "2026-08-17T18:08:30Z/2026-08-17T18:12:10Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 818, "deployment": "dpl_AbZ2KPWMippzGL4S8xu6G4WMpEnx", "createdAt": "2026-08-17T18:08:30Z", "verifiedThrough": "2026-08-17T18:09:28Z" }, { "revision": 819, "deployment": "dpl_EJFsyyp8yWXoyVYMXsKcKFYuWesh", "createdAt": "2026-08-17T18:09:39Z", "verifiedThrough": "2026-08-17T18:10:12Z" }, { "revision": 820, "deployment": "dpl_CxDYwtwLJywtuwF4CWTce3CCSPog", "createdAt": "2026-08-17T18:10:21Z", "verifiedThrough": "2026-08-17T18:10:53Z" }, { "revision": 821, "deployment": "dpl_BG2Qcxi4j4xXNNKwbTnZn339WwoX", "createdAt": "2026-08-17T18:11:06Z", "verifiedThrough": "2026-08-17T18:11:32Z" }, { "revision": 822, "deployment": "dpl_BEe8MSpvt2HamBDEvpgbKFu7qqyT", "createdAt": "2026-08-17T18:11:44Z", "verifiedThrough": "2026-08-17T18:12:10Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "99ee766968bb4e81243ac23e5260fe518d6c5558811d92df512e69dcc36852f8", "datasetChecksum": "2b7a6bfc81d91546318b759a04ced6d3ba290fa210c5b8621a7c089b392b8158", "datasetCsvChecksum": "59ffe70db200055a70a598e1fcd4c8dd8dad5bc34b847639f2134197687d3ea2", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.299.0", "liveObservationCount": 1892, "interpretation": "Revision 818 published dataset 1.299.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 819 through 822 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision818-discovery-submission-2026-08-17-1809", "observedAt": "2026-08-17T18:09:03Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_AbZ2KPWMippzGL4S8xu6G4WMpEnx", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 819 through 822 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions818-822-telemetry-query-control-2026-08-17-1812", "observedPeriod": "2026-08-17T18:08:00Z/2026-08-17T18:13:00Z", "queriedAt": "2026-08-17T18:12:50Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-818 through revision-822 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-lower-tail-change-revision818-2026-08-17-1809", "observedAt": "2026-08-17T18:09:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_AbZ2KPWMippzGL4S8xu6G4WMpEnx", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:04:07Z", "fingerprintChanged": false, "lowerTailChanged": true, "lowerTailAdded": "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "lowerTailRemoved": "https://www.sona.com/blog/llm-search-api-best-options-for-developers-in-2026", "interpretation": "Revision 818 remained negative with the historical first five while OnSaaS replaced Sona in the broader result set; Quoted First was absent." }, { "id": "exact-current-count-dataset-revision818-2026-08-17-1809", "observedAt": "2026-08-17T18:09:28Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who publishes a 1,892-observation ChatGPT-native search visibility dataset about LLM search optimization?", "targetRetrieved": false, "deploymentTested": "dpl_AbZ2KPWMippzGL4S8xu6G4WMpEnx", "returnedUrlCount": 14, "returnedDomainSample": [ "searchengineland.com", "aclanthology.org", "muratulusoy.de", "openattribution.org", "papers.ssrn.com" ], "interpretation": "The exact live observation count and method returned established research sources but omitted Quoted First." }, { "id": "category-lower-tail-change-revision819-2026-08-17-1810", "observedAt": "2026-08-17T18:10:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_EJFsyyp8yWXoyVYMXsKcKFYuWesh", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:09:13Z", "fingerprintChanged": false, "lowerTailChanged": true, "lowerTailAdded": "https://www.sona.com/blog/llm-search-api-best-options-for-developers-in-2026", "lowerTailRemoved": "https://www.vismore.ai/blog/best-ai-search-optimization-tools", "interpretation": "Revision 819 remained negative with the historical first five while Sona returned, Vismore dropped and OnSaaS remained; Quoted First was absent." }, { "id": "exact-hostname-revision819-2026-08-17-1810", "observedAt": "2026-08-17T18:10:12Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"quotedfirst.com\"", "targetRetrieved": false, "deploymentTested": "dpl_EJFsyyp8yWXoyVYMXsKcKFYuWesh", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact hostname again returned no URLs." }, { "id": "category-lower-tail-reversion-revision820-2026-08-17-1810", "observedAt": "2026-08-17T18:10:43Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CxDYwtwLJywtuwF4CWTce3CCSPog", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:10:02Z", "fingerprintChanged": false, "lowerTailChanged": true, "lowerTailAdded": "https://www.vismore.ai/blog/best-ai-search-optimization-tools", "lowerTailRemoved": "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "interpretation": "Revision 820 restored Vismore and removed OnSaaS while the historical first five held; Quoted First remained absent." }, { "id": "exact-current-title-publisher-revision820-2026-08-17-1810", "observedAt": "2026-08-17T18:10:53Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Best LLM Search Optimization Tools (2026)\" \"Quoted First\"", "targetRetrieved": false, "deploymentTested": "dpl_CxDYwtwLJywtuwF4CWTce3CCSPog", "returnedUrlCount": 9, "returnedDomainSample": [ "airops.com", "contextstudios.ai", "tistory.com", "tryres.ai", "criticnest.com" ], "interpretation": "The exact current title and publisher returned unrelated pages and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision821-2026-08-17-1811", "observedAt": "2026-08-17T18:11:25Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BG2Qcxi4j4xXNNKwbTnZn339WwoX", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:10:43Z", "fingerprintChanged": false, "interpretation": "Revision 821 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "exact-audit-starter-prices-revision821-2026-08-17-1811", "observedAt": "2026-08-17T18:11:32Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency offers a $4,500 AI Visibility Audit and a $2,900 month-to-month Starter plan?", "targetRetrieved": false, "deploymentTested": "dpl_BG2Qcxi4j4xXNNKwbTnZn339WwoX", "returnedUrlCount": 14, "returnedDomainSample": [ "ascentaisearch.com", "aiocopilot.com", "pageappeal.io", "ai-visibility.co", "pixelmojo.io" ], "interpretation": "The exact public audit and starter prices returned other providers but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision822-2026-08-17-1812", "observedAt": "2026-08-17T18:12:02Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_BEe8MSpvt2HamBDEvpgbKFu7qqyT", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:11:25Z", "fingerprintChanged": false, "interpretation": "Revision 822 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "free-score-managed-implementation-revision822-2026-08-17-1812", "observedAt": "2026-08-17T18:12:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization agency offers a free AI Visibility Score and managed implementation?", "targetRetrieved": false, "deploymentTested": "dpl_BEe8MSpvt2HamBDEvpgbKFu7qqyT", "returnedUrlCount": 14, "returnedDomainSample": [ "zygur.com", "botlens.app", "reachllm.com", "aeopilot.in", "pinniqlegal.com" ], "interpretation": "The free-score plus managed-implementation query returned relevant agencies and tools but omitted Quoted First." }, { "id": "revisions823-827-live-parity-2026-08-17-1819", "observedPeriod": "2026-08-17T18:16:19Z/2026-08-17T18:19:49Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 823, "deployment": "dpl_CcuaJ3fkDqBDGmguP6VPxXMbmuPH", "createdAt": "2026-08-17T18:16:19Z", "verifiedThrough": "2026-08-17T18:17:10Z" }, { "revision": 824, "deployment": "dpl_8PbVNCibEuGuYXcf9mJx1hR59aA4", "createdAt": "2026-08-17T18:17:20Z", "verifiedThrough": "2026-08-17T18:17:51Z" }, { "revision": 825, "deployment": "dpl_Hu9tQKAo8XgVEFLHpm1oPc256wtE", "createdAt": "2026-08-17T18:18:01Z", "verifiedThrough": "2026-08-17T18:18:28Z" }, { "revision": 826, "deployment": "dpl_HHTvenShHYJmPeSGWVDCa6XCUoSt", "createdAt": "2026-08-17T18:18:39Z", "verifiedThrough": "2026-08-17T18:19:13Z" }, { "revision": 827, "deployment": "dpl_GxBmd1hxybCWLKdA1ThinvnCe5hx", "createdAt": "2026-08-17T18:19:23Z", "verifiedThrough": "2026-08-17T18:19:49Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "af444aad30571a2844abaf0bf1bb358198345083b2d9155bf7a11d11137068e4", "datasetChecksum": "67eead70724bdf7411c477edb519bc538f3798cb89a149fab93261a3376b43f6", "datasetCsvChecksum": "9f99a2e55887c7b2b7112d8370c7c2a5fd6322d42a55e9a5480bd48800bc0881", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.300.0", "liveObservationCount": 1905, "interpretation": "Revision 823 published dataset 1.300.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 824 through 827 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision823-discovery-submission-2026-08-17-1816", "observedAt": "2026-08-17T18:16:54Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_CcuaJ3fkDqBDGmguP6VPxXMbmuPH", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 824 through 827 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions823-827-telemetry-query-control-2026-08-17-1820", "observedPeriod": "2026-08-17T18:16:00Z/2026-08-17T18:20:00Z", "queriedAt": "2026-08-17T18:20:27Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-823 through revision-827 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision823-2026-08-17-1817", "observedAt": "2026-08-17T18:17:01Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_CcuaJ3fkDqBDGmguP6VPxXMbmuPH", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:12:02Z", "fingerprintChanged": false, "interpretation": "Revision 823 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "exact-versioned-dataset-identifier-revision823-2026-08-17-1817", "observedAt": "2026-08-17T18:17:10Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"quotedfirst-chatgpt-search-visibility-observations-1.300.0\"", "targetRetrieved": false, "deploymentTested": "dpl_CcuaJ3fkDqBDGmguP6VPxXMbmuPH", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact unique versioned Dataset identifier returned no URLs." }, { "id": "category-fingerprint-stability-revision824-2026-08-17-1817", "observedAt": "2026-08-17T18:17:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8PbVNCibEuGuYXcf9mJx1hR59aA4", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:17:01Z", "fingerprintChanged": false, "interpretation": "Revision 824 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "exact-brand-managed-service-revision824-2026-08-17-1817", "observedAt": "2026-08-17T18:17:51Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Quoted First\" \"managed LLM search optimizer\"", "targetRetrieved": false, "deploymentTested": "dpl_8PbVNCibEuGuYXcf9mJx1hR59aA4", "returnedUrlCount": 14, "returnedDomainSample": [ "freshcrate.ai", "github.com", "patents.google.com", "vercel.app", "docs.openmax.com" ], "interpretation": "The exact brand and managed-service phrase resolved to unrelated software repositories and documents and omitted Quoted First." }, { "id": "category-fingerprint-stability-revision825-2026-08-17-1818", "observedAt": "2026-08-17T18:18:22Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_Hu9tQKAo8XgVEFLHpm1oPc256wtE", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:17:44Z", "fingerprintChanged": false, "interpretation": "Revision 825 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "concise-early-stage-saas-revision825-2026-08-17-1818", "observedAt": "2026-08-17T18:18:28Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed GEO agency for an early-stage SaaS startup", "targetRetrieved": false, "deploymentTested": "dpl_Hu9tQKAo8XgVEFLHpm1oPc256wtE", "returnedUrlCount": 14, "returnedDomainSample": [ "derivatex.agency", "stopthescroll.io", "housesofgrowth.com", "revvgrowth.com", "visibilitystack.ai" ], "interpretation": "The concise early-stage SaaS query returned focused GEO agency roundups but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision826-2026-08-17-1819", "observedAt": "2026-08-17T18:19:03Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_HHTvenShHYJmPeSGWVDCa6XCUoSt", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:18:22Z", "fingerprintChanged": false, "interpretation": "Revision 826 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "chatgpt-seo-transparent-monthly-revision826-2026-08-17-1819", "observedAt": "2026-08-17T18:19:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "ChatGPT SEO agency with transparent monthly pricing", "targetRetrieved": false, "deploymentTested": "dpl_HHTvenShHYJmPeSGWVDCa6XCUoSt", "returnedUrlCount": 14, "returnedDomainSample": [ "anteagency.ai", "growthanchors.com", "bluepanther.agency", "enleaf.com", "uproer.com" ], "interpretation": "The transparent monthly-pricing query returned agencies and pricing pages but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision827-2026-08-17-1819", "observedAt": "2026-08-17T18:19:43Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GxBmd1hxybCWLKdA1ThinvnCe5hx", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:19:03Z", "fingerprintChanged": false, "interpretation": "Revision 827 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "concise-law-firm-agency-revision827-2026-08-17-1819", "observedAt": "2026-08-17T18:19:49Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for law firms", "targetRetrieved": false, "deploymentTested": "dpl_GxBmd1hxybCWLKdA1ThinvnCe5hx", "returnedUrlCount": 14, "returnedDomainSample": [ "agencypartners.co", "showupwithai.com", "firstpagesage.com", "networklabs.com", "intercore.net" ], "interpretation": "The concise law-firm agency query returned legal-focused providers and roundups but omitted Quoted First." }, { "id": "revisions828-832-live-parity-2026-08-17-1830", "observedPeriod": "2026-08-17T18:26:19Z/2026-08-17T18:30:06Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 828, "deployment": "dpl_zi2kDiif4yK3PzSV41gk9H4DSRih", "createdAt": "2026-08-17T18:26:19Z", "verifiedThrough": "2026-08-17T18:27:15Z" }, { "revision": 829, "deployment": "dpl_8s3sVbnfrVd38yQs7De51WpaMaV6", "createdAt": "2026-08-17T18:27:27Z", "verifiedThrough": "2026-08-17T18:28:03Z" }, { "revision": 830, "deployment": "dpl_FTaGFuzZ5Es27zgAhav4X1Dmron5", "createdAt": "2026-08-17T18:28:13Z", "verifiedThrough": "2026-08-17T18:28:44Z" }, { "revision": 831, "deployment": "dpl_ACHvUzgYZpvP8CEYoxPbcHD9n6MN", "createdAt": "2026-08-17T18:28:53Z", "verifiedThrough": "2026-08-17T18:29:25Z" }, { "revision": 832, "deployment": "dpl_ETpzgDwxfN6MPLf7DYDncHzdWvZG", "createdAt": "2026-08-17T18:29:35Z", "verifiedThrough": "2026-08-17T18:30:06Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "2cf1e4b4d98ff74ad16ac3dbac74a5266d0175436d63be9d1b3e95b66b39502f", "datasetChecksum": "b86f7a462f1f1a15d04b1fb2c36a5c87b801632d7dc848274d80af65e8dcecd5", "datasetCsvChecksum": "eb52d329afffb9d2ec930b01ebe96acdc420d87d271517f2cafeca43356e7ed8", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.301.0", "liveObservationCount": 1918, "interpretation": "Revision 828 published dataset 1.301.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 829 through 832 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision828-discovery-submission-2026-08-17-1826", "observedAt": "2026-08-17T18:26:58Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_zi2kDiif4yK3PzSV41gk9H4DSRih", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 829 through 832 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions828-832-telemetry-query-control-2026-08-17-1831", "observedPeriod": "2026-08-17T18:26:00Z/2026-08-17T18:31:00Z", "queriedAt": "2026-08-17T18:31:02Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-828 through revision-832 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-fingerprint-stability-revision828-2026-08-17-1827", "observedAt": "2026-08-17T18:27:05Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_zi2kDiif4yK3PzSV41gk9H4DSRih", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:19:43Z", "fingerprintChanged": false, "interpretation": "Revision 828 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "pi-attorney-reviewed-scenario-revision828-2026-08-17-1827", "observedAt": "2026-08-17T18:27:15Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Who should a personal injury law firm hire for ChatGPT citations, technical SEO, and attorney-reviewed scenario pages?", "targetRetrieved": false, "deploymentTested": "dpl_zi2kDiif4yK3PzSV41gk9H4DSRih", "returnedUrlCount": 14, "returnedDomainSample": [ "intercore.net", "retainerreach.com", "americanbar.org", "subscribepr.com", "inoriseo.com" ], "interpretation": "The detailed buyer query narrowed retrieval to legal and personal-injury specialists, including an American Bar Association resource, but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision829-2026-08-17-1827", "observedAt": "2026-08-17T18:27:48Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_8s3sVbnfrVd38yQs7De51WpaMaV6", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:27:05Z", "fingerprintChanged": false, "interpretation": "Revision 829 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "six-engine-price-offer-revision829-2026-08-17-1828", "observedAt": "2026-08-17T18:28:03Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "Which LLM search optimization service tracks 150 prompts weekly across ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews, and Copilot for $2,900 month-to-month?", "targetRetrieved": false, "deploymentTested": "dpl_8s3sVbnfrVd38yQs7De51WpaMaV6", "returnedUrlCount": 14, "returnedDomainSample": [ "llmpulse.ai", "promptscout.app", "rankshift.ai", "heyamos.com", "demandsphere.com" ], "interpretation": "The exact six-engine, prompt-volume, price and contract query returned tracking software and adjacent services but omitted Quoted First." }, { "id": "category-fingerprint-stability-revision830-2026-08-17-1828", "observedAt": "2026-08-17T18:28:34Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_FTaGFuzZ5Es27zgAhav4X1Dmron5", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:27:48Z", "fingerprintChanged": false, "interpretation": "Revision 830 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "unique-pi-study-phrase-revision830-2026-08-17-1828", "observedAt": "2026-08-17T18:28:44Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Rear-ended\" Chandler \"insurer lowballing\" \"9 law-firm pages\"", "targetRetrieved": false, "deploymentTested": "dpl_FTaGFuzZ5Es27zgAhav4X1Dmron5", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The quoted phrase unique to the published personal-injury retrieval study returned no URLs." }, { "id": "category-fingerprint-stability-revision831-2026-08-17-1829", "observedAt": "2026-08-17T18:29:18Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ACHvUzgYZpvP8CEYoxPbcHD9n6MN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:28:34Z", "fingerprintChanged": false, "interpretation": "Revision 831 remained negative with the historical first-five fingerprint and revision-820 lower tail; Quoted First was absent." }, { "id": "b2b-saas-budget-contract-revision831-2026-08-17-1829", "observedAt": "2026-08-17T18:29:25Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for a new B2B SaaS with a $2,900 monthly budget and no annual contract", "targetRetrieved": false, "deploymentTested": "dpl_ACHvUzgYZpvP8CEYoxPbcHD9n6MN", "returnedUrlCount": 14, "returnedDomainSample": [ "voluminous.so", "xql.group", "madx.digital", "ranksiege.com", "seo-growup.com" ], "interpretation": "The highly specific B2B SaaS budget and contract query returned a focused agency set but omitted Quoted First." }, { "id": "category-lower-tail-change-revision832-2026-08-17-1829", "observedAt": "2026-08-17T18:29:58Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_ETpzgDwxfN6MPLf7DYDncHzdWvZG", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:29:18Z", "fingerprintChanged": false, "lowerTailChanged": true, "lowerTailAdded": "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "lowerTailRemoved": "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/", "interpretation": "Revision 832 remained negative with the historical first five while OnSaaS replaced LLMPulse in the broader result set; Quoted First was absent." }, { "id": "exact-current-snapshot-revision832-2026-08-17-1830", "observedAt": "2026-08-17T18:30:06Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"1,918-observation\" \"ChatGPT-native\" \"Quoted First\"", "targetRetrieved": false, "deploymentTested": "dpl_ETpzgDwxfN6MPLf7DYDncHzdWvZG", "returnedUrlCount": 1, "returnedDomainSample": [ "tornstats.com" ], "interpretation": "The exact current snapshot phrase plus method and brand returned one unrelated page and omitted Quoted First." }, { "id": "revisions833-837-live-parity-2026-08-17-1838", "observedPeriod": "2026-08-17T18:35:15Z/2026-08-17T18:38:59Z", "surface": "Vercel deployment inspection and protected production verification", "deployments": [ { "revision": 833, "deployment": "dpl_GpXY8wpFY6LmiGBS3oGHoGNJ87BM", "createdAt": "2026-08-17T18:35:15Z", "verifiedThrough": "2026-08-17T18:36:06Z" }, { "revision": 834, "deployment": "dpl_7YaSW92L1P9LyyYJG1ZHhhToCRmJ", "createdAt": "2026-08-17T18:36:18Z", "verifiedThrough": "2026-08-17T18:36:50Z" }, { "revision": 835, "deployment": "dpl_5ZLgnB2qtofArwrD5Mjn8HvjjjKN", "createdAt": "2026-08-17T18:37:02Z", "verifiedThrough": "2026-08-17T18:37:38Z" }, { "revision": 836, "deployment": "dpl_C8aY9zF2iRyupaxNoRX8q1bepmQe", "createdAt": "2026-08-17T18:37:48Z", "verifiedThrough": "2026-08-17T18:38:17Z" }, { "revision": 837, "deployment": "dpl_6GuG4TihSWunKJcqRoo2T2eNnPAm", "createdAt": "2026-08-17T18:38:27Z", "verifiedThrough": "2026-08-17T18:38:59Z" } ], "productionStatus": "READY", "targetChecksum": "f6e020b168e431fcfdaf0187b28274ef1c16e5fb2fbe0a6931e165d951bccef5", "agencyGuideChecksum": "547a2ee882b90c71aab90399fa643f2542b3c3192b3eab12b49d8d65c57f00b6", "pricingPageChecksum": "3f2fabc37219e1b6de7b5de4f1ac2785c5833a7760f8e7fe9b8eda56d7d4016b", "researchPageChecksum": "b24b657419d3c98bd28c84b92ea941e451cbf1289da37532c5d0fa4c49ecd09e", "datasetChecksum": "c99197afae909d71034fdbfe890d453813569200e024ae2849d055fc52ad7072", "datasetCsvChecksum": "f3a3282e86b06bde77564479a7328a399ef4c4e732b372e73461272a0d3a5874", "allCheckedProtectedAndLocalBodiesMatch": true, "targetEtag": "\"c75e5b480edd1813009be1f37f004032\"", "liveDatasetVersion": "1.302.0", "liveObservationCount": 1931, "interpretation": "Revision 833 published dataset 1.302.0 and its seven checked research, dataset, feed and sitemap responses matched local bytes. Revisions 834 through 837 were READY, byte-identical production trials whose checked generic comparison bodies matched the stabilized local source." }, { "id": "revision833-discovery-submission-2026-08-17-1835", "observedAt": "2026-08-17T18:35:48Z", "surface": "IndexNow discovery endpoint", "protocol": "IndexNow", "submittedUrlCount": 7, "httpStatus": 200, "deployment": "dpl_GpXY8wpFY6LmiGBS3oGHoGNJ87BM", "liveFeedPath": "/feed.xml", "interpretation": "The endpoint accepted seven materially changed research, dataset, feed and sitemap URLs. Revisions 834 through 837 were byte-identical and were not redundantly resubmitted. Transport acceptance is not evidence of crawling, indexing, ranking or citation." }, { "id": "revisions833-837-telemetry-query-control-2026-08-17-1839", "observedPeriod": "2026-08-17T18:34:00Z/2026-08-17T18:39:00Z", "queriedAt": "2026-08-17T18:39:37Z", "surface": "Vercel runtime logs and verified request metrics", "deploymentCount": 5, "runtimeErrorEvents": 0, "metricQueryAttempts": 0, "metricQueryStatus": "not re-queried after consecutive INTERNAL_ERROR and query_timeout responses", "verifiedCrawlerRequests": null, "verifiedOaiSearchBotRequests": null, "verifiedChatGptUserRequests": null, "interpretation": "The revision-833 through revision-837 runtime error-log query returned no events. The metrics endpoint was not redundantly retried after consecutive failures in preceding intervals, so crawler counts remain explicitly unavailable rather than reported as zero." }, { "id": "category-lower-tail-reversion-revision833-2026-08-17-1835", "observedAt": "2026-08-17T18:35:57Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_GpXY8wpFY6LmiGBS3oGHoGNJ87BM", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:29:58Z", "fingerprintChanged": false, "lowerTailChanged": true, "lowerTailAdded": "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/", "lowerTailRemoved": "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "interpretation": "Revision 833 restored LLMPulse and removed OnSaaS while the historical first five held; Quoted First remained absent." }, { "id": "startup-managed-capabilities-revision833-2026-08-17-1836", "observedAt": "2026-08-17T18:36:06Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimizer for a startup that needs content, technical fixes, authority work, and weekly prompt monitoring", "targetRetrieved": false, "deploymentTested": "dpl_GpXY8wpFY6LmiGBS3oGHoGNJ87BM", "returnedUrlCount": 14, "returnedDomainSample": [ "mentionlm.com", "promptzero.tech", "reachllm.com", "getcitepilot.com", "growthanchors.com" ], "interpretation": "The detailed startup managed-service query returned mostly monitoring tools plus several agencies but omitted Quoted First." }, { "id": "category-lower-tail-change-revision834-2026-08-17-1836", "observedAt": "2026-08-17T18:36:42Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_7YaSW92L1P9LyyYJG1ZHhhToCRmJ", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:35:57Z", "fingerprintChanged": false, "lowerTailChanged": true, "lowerTailAdded": "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "lowerTailRemoved": "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/", "interpretation": "Revision 834 remained negative with the historical first five while OnSaaS replaced LLMPulse in the broader result set; Quoted First was absent." }, { "id": "exact-service-title-revision834-2026-08-17-1836", "observedAt": "2026-08-17T18:36:50Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"Managed LLM Search Optimizer and AI Visibility Services\"", "targetRetrieved": false, "deploymentTested": "dpl_7YaSW92L1P9LyyYJG1ZHhhToCRmJ", "returnedUrlCount": 12, "returnedDomainSample": [ "zagosaiq.com", "partners.adobe.com", "discoveredlabs.com", "orr-consulting.com", "wordpress.com" ], "interpretation": "The exact published service-title phrase returned unrelated AI-visibility pages and omitted Quoted First." }, { "id": "category-lower-tail-reversion-revision835-2026-08-17-1837", "observedAt": "2026-08-17T18:37:30Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_5ZLgnB2qtofArwrD5Mjn8HvjjjKN", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:36:42Z", "fingerprintChanged": false, "lowerTailChanged": true, "lowerTailAdded": "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/", "lowerTailRemoved": "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "interpretation": "Revision 835 restored LLMPulse and removed OnSaaS while the historical first five held; Quoted First remained absent." }, { "id": "exact-small-pi-firm-question-revision835-2026-08-17-1837", "observedAt": "2026-08-17T18:37:38Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What is the best LLM search optimizer for a small personal injury law firm?", "targetRetrieved": false, "deploymentTested": "dpl_5ZLgnB2qtofArwrD5Mjn8HvjjjKN", "returnedUrlCount": 14, "returnedDomainSample": [ "networklabs.com", "legal.thomsonreuters.com", "intercore.net", "theanswerengine.ai", "agencypartners.co" ], "interpretation": "The exact question used in the guide's FAQ returned law-firm specialists and datasets but omitted Quoted First." }, { "id": "category-lower-tail-change-revision836-2026-08-17-1838", "observedAt": "2026-08-17T18:38:11Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_C8aY9zF2iRyupaxNoRX8q1bepmQe", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:37:30Z", "fingerprintChanged": false, "lowerTailChanged": true, "lowerTailAdded": "https://www.onsaas.me/blog/llm-optimization-tools-for-ai-visibility", "lowerTailRemoved": "https://llmpulse.ai/blog/adobe-llm-optimizer-vs-llm-pulse/", "interpretation": "Revision 836 remained negative with the historical first five while OnSaaS replaced LLMPulse in the broader result set; Quoted First was absent." }, { "id": "unique-managed-workflow-phrase-revision836-2026-08-17-1838", "observedAt": "2026-08-17T18:38:17Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"maps buyer questions\" \"audits returned sources\" \"monitors citations\"", "targetRetrieved": false, "deploymentTested": "dpl_C8aY9zF2iRyupaxNoRX8q1bepmQe", "returnedUrlCount": 9, "returnedDomainSample": [ "tooltrust.dev", "cs.trinity.edu", "trinity.edu", "wikipedia.org", "retheauditors.com" ], "interpretation": "Three distinctive phrases copied from the visible managed-workflow description returned unrelated documents and omitted Quoted First." }, { "id": "category-lower-tail-stability-revision837-2026-08-17-1838", "observedAt": "2026-08-17T18:38:53Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "What's the best LLM search optimizer?", "targetRetrieved": false, "deploymentTested": "dpl_6GuG4TihSWunKJcqRoo2T2eNnPAm", "orderedCommercialResultSha256": "ab5a88470c4cff5f560d883a58f1d205a1a83ecae4abe10c04e3e7200dd4970d", "previousMatchingFingerprintObservedAt": "2026-08-17T18:38:11Z", "fingerprintChanged": false, "interpretation": "Revision 837 remained negative with the historical first five and revision-836 lower tail; Quoted First was absent." }, { "id": "exact-versioned-dataset-identifier-revision837-2026-08-17-1838", "observedAt": "2026-08-17T18:38:59Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "\"quotedfirst-chatgpt-search-visibility-observations-1.302.0\"", "targetRetrieved": false, "deploymentTested": "dpl_6GuG4TihSWunKJcqRoo2T2eNnPAm", "returnedUrlCount": 0, "result": "Empty search results", "interpretation": "The exact unique versioned Dataset identifier returned no URLs." }, { "id": "early-stage-saas-no-content-team-revision837-2026-08-17-1846", "observedAt": "2026-08-17T18:46:13Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best managed LLM search optimization agency for an early-stage B2B SaaS with no in-house content team", "targetRetrieved": false, "deploymentTested": "dpl_6GuG4TihSWunKJcqRoo2T2eNnPAm", "returnedUrlCount": 15, "firstTenSourceTypeCounts": { "providerOwnedRoundup": 4, "providerOwnedService": 6, "providerOwnedSoftware": 0 }, "returnedDomainSample": [ "breakingb2b.com", "xql.group", "seo-growup.com", "madx.digital", "team4.agency" ], "interpretation": "The stage and operating-model query returned provider-owned comparison and direct service pages but omitted Quoted First." }, { "id": "developer-tools-managed-workflow-revision837-2026-08-17-1846", "observedAt": "2026-08-17T18:46:24Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "who can help a developer tools startup get cited in ChatGPT with technical fixes, content production, and weekly prompt tracking", "targetRetrieved": false, "deploymentTested": "dpl_6GuG4TihSWunKJcqRoo2T2eNnPAm", "returnedUrlCount": 15, "firstTenSourceTypeCounts": { "providerOwnedRoundup": 0, "providerOwnedService": 4, "providerOwnedSoftware": 6 }, "returnedDomainSample": [ "getcitepilot.com", "clearcited.com", "llmsubmitter.com", "getfoundinchat.com", "tracemetry.com" ], "interpretation": "The developer-tools delivery query shifted toward vertical service and software pages but omitted Quoted First." }, { "id": "b2b-saas-agency-head-term-revision837-2026-08-17-1846", "observedAt": "2026-08-17T18:46:37Z", "timePrecision": "second", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "query": "best LLM search optimization agency for B2B SaaS", "targetRetrieved": false, "deploymentTested": "dpl_6GuG4TihSWunKJcqRoo2T2eNnPAm", "returnedUrlCount": 15, "firstTenSourceTypeCounts": { "providerOwnedRoundup": 9, "providerOwnedService": 1, "providerOwnedSoftware": 0 }, "returnedDomainSample": [ "xql.group", "metaflow.life", "growthner.com", "breakingb2b.com", "revvgrowth.com" ], "interpretation": "The broad B2B SaaS agency head term strongly favored provider-authored roundups and omitted Quoted First. The 30 first-ten rows across all three B2B queries are published as a separate open dataset." }, { "id": "immediate-delay-checkpoint-revision838-2026-08-17-1901", "observedPeriod": "2026-08-17T19:01:35Z/2026-08-17T19:02:02Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search and direct-open tools available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "What is the best LLM search optimizer for an early-stage B2B SaaS startup?", "\"quotedfirst-b2b-saas-chatgpt-retrieval-study-2026\"", "domain-restricted B2B SaaS question on quotedfirst.com" ], "targetRetrieved": false, "deploymentTested": "dpl_BY9p9WCbcXYCZntHBR5eMbxBRns2", "discoverySubmissionAcceptedAt": "2026-08-17T19:01:35Z", "delayFromSubmissionUpperBoundSeconds": 27, "exactIdentifierResult": "Empty search results", "domainRestrictedResult": "Empty search results", "interpretation": "The generic, exact B2B, unique-identifier and domain-restricted checks were all negative immediately after the 11-URL discovery submission." }, { "id": "short-delay-checkpoint-revision839-2026-08-17-1902", "observedPeriod": "2026-08-17T19:02:02Z/2026-08-17T19:04:13Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search and direct-open tools available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "best managed LLM search optimization agency for an early-stage B2B SaaS with no in-house content team", "\"Quoted First\" \"LLM search optimization\"", "\"quotedfirst.com\"" ], "targetRetrieved": false, "deploymentTested": "dpl_DQ96JJPo5vUMK8yqwpvBDXYzdBEn", "directOpenDeploymentTested": "dpl_BY9p9WCbcXYCZntHBR5eMbxBRns2", "canonicalDirectOpenUrls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/resources/llm-search-optimization-for-b2b-saas.html", "https://quotedfirst.com/resources/b2b-saas-chatgpt-retrieval-study-2026.json" ], "canonicalDirectOpenResult": "URL is not safe to open (non-retryable error)", "directDeploymentAliasOpenResult": "URL is not safe to open (non-retryable error)", "runtimeErrorEvents": 0, "interpretation": "The identical-content revision remained absent across generic, operating-model, brand and hostname probes. The protected deployment alias received the same native pre-fetch response, and the Vercel error-log window was empty." }, { "id": "multi-minute-delay-checkpoint-revision840-2026-08-17-1905", "observedPeriod": "2026-08-17T19:05:24Z/2026-08-17T19:07:11Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "What is the best LLM search optimizer for an early-stage B2B SaaS startup?", "\"quotedfirst-b2b-saas-chatgpt-retrieval-study-2026\"" ], "targetRetrieved": false, "deploymentTested": "dpl_GcCriLX12w17Qu2anBXG8QYNh3AX", "genericFirstFiveStable": true, "exactIdentifierResult": "Empty search results", "interpretation": "The generic first five stayed stable, the exact B2B question returned the same admitted category set, and the new unique dataset identifier remained empty several minutes after submission." }, { "id": "offer-specific-delay-checkpoint-revision842-2026-08-17-1920", "observedPeriod": "2026-08-17T19:20:59Z/2026-08-17T19:21:08Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "Which LLM search optimization agency costs $2,900 per month and tracks 150 prompts weekly across six AI engines?" ], "targetRetrieved": false, "deploymentTested": "dpl_B8ryi5zLwpu5qhfJyTxaW4YeqPRc", "deploymentContent": "Byte-identical to revision 841 on the generic comparison and B2B SaaS agency guide", "interpretation": "Quoted First remained absent from the exact generic query and the distinctive public-offer query after another unchanged production deployment. The offer wording was then promoted into a visible and structured FAQ for the next material revision." }, { "id": "immediate-offer-faq-checkpoint-revision843-2026-08-17-1926", "observedPeriod": "2026-08-17T19:26:03Z/2026-08-17T19:26:12Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "Best LLM search optimization agency for B2B SaaS startups in 2026" ], "targetRetrieved": false, "deploymentTested": "dpl_AA6xz6Tn8jvLt3QYMMq7UUkc5ZTk", "discoverySubmissionAcceptedAt": "2026-08-17T19:25:44Z", "delayFromSubmissionUpperBoundSeconds": 28, "interpretation": "The immediate generic, exact FAQ and B2B-heading queries all omitted Quoted First. The B2B heading selected the intended commercial-agency corpus, while the generic batch still mixed commercial pages with the mathematical-optimizer interpretation." }, { "id": "immediate-question-canonical-checkpoint-revision844-2026-08-17-1936", "observedPeriod": "2026-08-17T19:36:54Z/2026-08-17T19:37:05Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "\"Quoted First Starter\" \"$2,900\" \"150 priority prompts\"" ], "targetRetrieved": false, "deploymentTested": "dpl_5qcG5zm2iMF6cVpvLn82TdE3ihEX", "discoverySubmissionAcceptedAt": "2026-08-17T19:36:38Z", "delayFromSubmissionUpperBoundSeconds": 27, "newCanonicalTested": "https://quotedfirst.com/which-month-to-month-llm-search-optimization-agency-tracks-150-prompts-weekly-across-six-ai-engines", "interpretation": "The new exact-question canonical, generic guide and unique brand-offer phrase were absent immediately after the 13-URL discovery submission." }, { "id": "two-minute-question-canonical-checkpoint-revision844-2026-08-17-1939", "observedPeriod": "2026-08-17T19:39:19Z/2026-08-17T19:39:30Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "\"Quoted First Starter\" \"$2,900 per month\" \"six AI engines\"" ], "targetRetrieved": false, "deploymentTested": "dpl_5qcG5zm2iMF6cVpvLn82TdE3ihEX", "delayFromSubmissionLowerBoundSeconds": 161, "interpretation": "Both distinctive offer probes remained negative; the visible returned set collapsed to an unrelated academic paper about using LLMs as optimizers, demonstrating query-interpretation variability." }, { "id": "five-minute-question-canonical-checkpoint-revision844-2026-08-17-1941", "observedPeriod": "2026-08-17T19:41:50Z/2026-08-17T19:42:10Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "I run a single-product B2B SaaS with an in-house writer. Which managed AI visibility service under $3,000 tracks 150 prompts weekly across ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews, and Copilot?", "domain-filtered exact offer question on quotedfirst.com" ], "targetRetrieved": false, "deploymentTested": "dpl_5qcG5zm2iMF6cVpvLn82TdE3ihEX", "delayFromSubmissionLowerBoundSeconds": 312, "interpretation": "Quoted First remained absent at the five-minute boundary. The scenario wording drifted toward multi-model AI tools, while the exact commercial wording and domain-filtered branch produced no target URL." }, { "id": "immediate-plain-text-alternate-checkpoint-revision845-2026-08-17-1946", "observedPeriod": "2026-08-17T19:46:51Z/2026-08-17T19:47:05Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "\"Quoted First Starter is a month-to-month managed LLM search optimization service\"" ], "targetRetrieved": false, "deploymentTested": "dpl_EnkxjB1gNZaMPMf2VngsG6ZQGjVe", "discoverySubmissionAcceptedAt": "2026-08-17T19:46:32Z", "directOpenControl": "The new text/plain URL returned URL is not safe to open before a native fetch; independent protected verification returned a public, indexable 200 text/plain response.", "interpretation": "The generic guide, exact-question offer page and distinctive sentence remained absent immediately after the fourteen-URL submission. The alternate representation did not bypass host admission." }, { "id": "two-minute-plain-text-alternate-checkpoint-revision845-2026-08-17-1948", "observedPeriod": "2026-08-17T19:48:40Z/2026-08-17T19:48:51Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "\"Quoted First Starter is a month-to-month managed LLM search optimization service\"", "domain-filtered query for Quoted First Starter offer facts" ], "targetRetrieved": false, "deploymentTested": "dpl_EnkxjB1gNZaMPMf2VngsG6ZQGjVe", "delayFromSubmissionLowerBoundSeconds": 128, "relevantCommercialResultsObserved": [ "Rankshift", "Oversearch", "The Search Agency", "Growth Anchors", "Epilog", "Orem", "Rank Prompt", "Alhena" ], "interpretation": "The exact offer wording selected a strongly relevant commercial AI-visibility set, unlike the academic-only revision-844 run, but Quoted First remained absent. This supports the query/page intent while isolating the remaining gap to host or document admission and competitive selection." }, { "id": "admitted-competitor-freshness-control-revision845-2026-08-17-1948", "observedPeriod": "2026-08-17T19:48:51Z/2026-08-17T19:49:12Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search result opener", "targetRetrieved": false, "deploymentTested": "dpl_EnkxjB1gNZaMPMf2VngsG6ZQGjVe", "admittedPagesOpened": [ { "provider": "Rankshift", "displayedCrawlAge": "today" }, { "provider": "The Search Agency", "displayedCrawlAge": "2 days ago" }, { "provider": "Growth Anchors", "displayedCrawlAge": "4 days ago" }, { "provider": "Orem", "displayedCrawlAge": "2 days ago" } ], "interpretation": "The native opener exposed recently crawled commercial pages on established hosts. This control rules out a universal multi-week refresh cadence, but it does not reveal or guarantee a crawl schedule for a newly launched host." }, { "id": "five-minute-plain-text-alternate-checkpoint-revision845-2026-08-17-1952", "observedPeriod": "2026-08-17T19:52:15Z/2026-08-17T19:52:31Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "\"Quoted First Starter is a month-to-month managed LLM search optimization service\"", "site:quotedfirst.com \"150 prompts\" \"six AI engines\"" ], "targetRetrieved": false, "deploymentTested": "dpl_EnkxjB1gNZaMPMf2VngsG6ZQGjVe", "delayFromSubmissionLowerBoundSeconds": 343, "genericLeaders": [ "Slate", "theStacc", "LoudScale" ], "interpretation": "The exact generic, exact offer, distinctive sentence and site-qualified controls all omitted Quoted First beyond the five-minute boundary. Immediate, two-minute and five-minute sampling therefore found no short propagation event for revision 845." }, { "id": "immediate-entity-offer-graph-and-batch-control-revision846-2026-08-17-1958", "observedPeriod": "2026-08-17T19:58:55Z/2026-08-17T19:59:28Z", "timePrecision": "bounded deployment-submission and tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "\"Quoted First Starter\" \"150 priority prompts\" \"four answer-ready briefs or rewrites\"", "site:quotedfirst.com \"Quoted First Starter\"" ], "targetRetrieved": false, "deploymentTested": "dpl_6NWnkCBgpmtfomi65xJjafRDTj2y", "discoverySubmissionAcceptedAt": "2026-08-17T19:58:55Z", "batchingControl": "The multi-query batch was dominated by the generic head-term result set. An immediate isolated exact-offer call separately returned the intended commercial providers, while Quoted First remained absent.", "interpretation": "The self-contained provider, website, service and offer graph did not create immediate admission. Isolating each prompt is necessary when comparing narrow-query retrieval because a pooled multi-query response can visually emphasize the generic branch." }, { "id": "close-name-domain-query-control-revision846-2026-08-17-2000", "observedPeriod": "2026-08-17T20:00:06Z/2026-08-17T20:00:31Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "quotedfirst.com LLM search optimization" ], "targetRetrieved": false, "deploymentTested": "dpl_6NWnkCBgpmtfomi65xJjafRDTj2y", "closeNameResult": "https://quotefirst.ai/", "interpretation": "The query returned the distinct QuoteFirst.ai entity plus topical LLM-search pages but not quotedfirst.com. This demonstrates close-name ambiguity in the admitted corpus even when the canonical domain token is supplied." }, { "id": "two-minute-isolated-query-checkpoint-revision846-2026-08-17-2001", "observedPeriod": "2026-08-17T20:01:02Z/2026-08-17T20:01:17Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_6NWnkCBgpmtfomi65xJjafRDTj2y", "delayFromSubmissionLowerBoundSeconds": 127, "exactOfferLeaders": [ "Rankshift", "Oversearch", "WhyIQ", "The Search Agency", "Growth Anchors" ], "genericLeaders": [ "Slate", "theStacc", "LoudScale" ], "interpretation": "Separate single-query calls kept the generic and exact-offer retrieval neighborhoods distinct. Both were relevant to their intended meanings and both omitted Quoted First." }, { "id": "five-minute-isolated-query-checkpoint-revision846-2026-08-17-2003", "observedPeriod": "2026-08-17T20:03:54Z/2026-08-17T20:04:11Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which month-to-month LLM search optimization agency tracks 150 prompts weekly across six AI engines?", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_6NWnkCBgpmtfomi65xJjafRDTj2y", "delayFromSubmissionLowerBoundSeconds": 299, "exactOfferSetStableFromTwoMinuteCheckpoint": true, "genericSetStableFromTwoMinuteCheckpoint": true, "interpretation": "Both isolated queries remained negative at the five-minute boundary. Revision 846 showed no immediate, two-minute or five-minute host-admission event." }, { "id": "immediate-open-methodology-and-admission-controls-revision847-2026-08-17-2018", "observedPeriod": "2026-08-17T20:18:56Z/2026-08-17T20:20:30Z", "timePrecision": "bounded discovery-submission and tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "Which LLM search optimization agency publishes an open 150-prompt weekly measurement methodology?", "\"900 scheduled prompt-engine checks\" \"missing-data policy\"", "quotedfirst.com \"900 scheduled prompt-engine checks\"", "\"https://quotedfirst.com/ai-search-measurement-methodology\"", "\"Open AI Search Measurement Methodology (150 Prompts)\" \"Quoted First\"" ], "targetRetrieved": false, "deploymentTested": "dpl_Fzje2EHXJJsy7Qxpq3GrUTx58fZo", "discoverySubmissionAcceptedAt": "2026-08-17T20:18:56Z", "submittedUrlCount": 20, "directOpenUrl": "https://quotedfirst.com/ai-search-measurement-methodology", "directOpenResult": "URL is not safe to open (non-retryable error)", "exactUrlSearchResult": "Empty search results", "methodologyLeaders": [ "Search Agency", "DerivateX", "Humanswith.ai" ], "genericLeaders": [ "Slate", "theStacc", "LoudScale" ], "interpretation": "The new methodology did not enter the immediate retrieval set. An exact URL search was empty and direct open stopped at the native web layer's admission gate even though protected production verification byte-matched the public document. The native search call did not live-fetch the freshly deployed page." }, { "id": "two-minute-isolated-query-checkpoint-revision847-2026-08-17-2021", "observedPeriod": "2026-08-17T20:21:07Z/2026-08-17T20:21:15Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which LLM search optimization agency publishes an open 150-prompt weekly measurement methodology?", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_Fzje2EHXJJsy7Qxpq3GrUTx58fZo", "delayFromSubmissionLowerBoundSeconds": 131, "methodologySetStableFromImmediateCheckpoint": true, "genericSetStableFromImmediateCheckpoint": true, "interpretation": "Both isolated result neighborhoods remained stable and omitted Quoted First after more than two minutes." }, { "id": "conversational-b2b-saas-under-3000-baseline-revision847-2026-08-17-2021", "observedPeriod": "2026-08-17T20:21:15Z/2026-08-17T20:24:00Z", "timePrecision": "bounded after the two-minute checkpoint; exact subcall timestamp unavailable", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "My B2B SaaS startup doesn't show up in ChatGPT answers. Which LLM search optimization agency offers month-to-month help under $3,000?" ], "targetRetrieved": false, "deploymentTested": "dpl_Fzje2EHXJJsy7Qxpq3GrUTx58fZo", "leaders": [ "MADX", "DerivateX", "Surfaced", "RankSiege", "Botfusions" ], "interpretation": "The detailed buyer situation produced a coherent direct-provider neighborhood and exposed a specific, truthfully supportable Quoted First fit: B2B SaaS, $2,900 per month and month-to-month. Revision 848 retargets the existing substantive B2B guide to this conversational scenario rather than adding a thin doorway page." }, { "id": "five-minute-isolated-query-checkpoint-revision847-2026-08-17-2024", "observedPeriod": "2026-08-17T20:24:29Z/2026-08-17T20:24:40Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which LLM search optimization agency publishes an open 150-prompt weekly measurement methodology?", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_Fzje2EHXJJsy7Qxpq3GrUTx58fZo", "delayFromSubmissionLowerBoundSeconds": 333, "methodologySetStableFromTwoMinuteCheckpoint": true, "genericSetStableFromTwoMinuteCheckpoint": true, "interpretation": "The methodology and generic neighborhoods remained stable and negative beyond five minutes. Revision 847 produced no immediate, two-minute or five-minute admission event." }, { "id": "immediate-b2b-saas-retarget-checkpoint-revision848-2026-08-17-2032", "observedPeriod": "2026-08-17T20:32:09Z/2026-08-17T20:33:51Z", "timePrecision": "bounded discovery-submission and tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "My B2B SaaS startup doesn't show up in ChatGPT answers. Which LLM search optimization agency offers month-to-month help under $3,000?", "\"B2B SaaS ChatGPT Visibility Agency Under $3,000\" \"Quoted First\"", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_Gtymu2AtgEmKNtPCPx97NzcQENUf", "discoverySubmissionAcceptedAt": "2026-08-17T20:32:09Z", "submittedUrlCount": 13, "b2bSaasLeaders": [ "MADX", "DerivateX", "Surfaced", "RankSiege" ], "genericLeaders": [ "Slate", "theStacc", "LoudScale" ], "interpretation": "The retargeted page did not enter the immediate specific or generic retrieval sets. Its exact title plus brand also failed to retrieve Quoted First." }, { "id": "native-admission-controls-revision848-2026-08-17-2033", "observedPeriod": "2026-08-17T20:33:51Z/2026-08-17T20:34:50Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "\"https://quotedfirst.com/best-llm-search-optimization-agency-for-b2b-saas-startups\"", "site:quotedfirst.com", "site:quotedfirst.vercel.app \"Quoted First\"" ], "targetRetrieved": false, "deploymentTested": "dpl_Gtymu2AtgEmKNtPCPx97NzcQENUf", "directOpenUrl": "https://quotedfirst.com/best-llm-search-optimization-agency-for-b2b-saas-startups", "directOpenResult": "URL is not safe to open (non-retryable error)", "exactUrlSearchResult": "No Quoted First URL; an unrelated result set appeared", "canonicalSiteSearchResult": "Empty search results", "stableAliasSiteSearchResult": "Empty search results", "interpretation": "The native layer could not retrieve the exact new canonical, any canonical-domain page or any stable-alias page, and direct open stopped before a production fetch. This isolates host-level corpus admission from the specific page's query relevance." }, { "id": "conversational-query-rewrite-control-revision848-2026-08-17-2035", "observedPeriod": "2026-08-17T20:35:09Z/2026-08-17T20:35:23Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "I run a bootstrapped B2B SaaS and need a service below $3,000 per month to get mentioned in ChatGPT recommendations. Who should I hire?" ], "targetRetrieved": false, "deploymentTested": "dpl_Gtymu2AtgEmKNtPCPx97NzcQENUf", "categoryDriftObserved": true, "leaders": [ "DerivateX SaaS SEO hiring guide", "SaaSHero bootstrapped marketing agencies", "Assistantly virtual assistants", "GTMVP Google Ads agencies" ], "interpretation": "Removing the explicit LLM-search-optimization category phrase caused the native search rewrite to drift toward generic SaaS marketing and hiring pages. The exact category wording is therefore a meaningful relevance control, not decorative keyword repetition." }, { "id": "five-minute-b2b-and-generic-checkpoint-revision848-2026-08-17-2037", "observedPeriod": "2026-08-17T20:37:15Z/2026-08-17T20:37:24Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "My B2B SaaS startup doesn't show up in ChatGPT answers. Which LLM search optimization agency offers month-to-month help under $3,000?", "What's the best LLM search optimizer?", "\"Quoted First\" \"LLM search optimization agency\" with a one-day recency filter" ], "targetRetrieved": false, "deploymentTested": "dpl_Gtymu2AtgEmKNtPCPx97NzcQENUf", "delayFromSubmissionLowerBoundSeconds": 306, "b2bSaasSetStableFromImmediateCheckpoint": true, "genericSetStableFromImmediateCheckpoint": true, "freshExactBrandCategoryResult": "Empty search results", "recentProductionRequestLogResult": "No request rows returned for the ten-minute window across Vercel production sources", "interpretation": "Both isolated result neighborhoods remained stable and negative beyond five minutes. The freshness-filtered brand/category control was empty, and no production request log showed a native-search fetch during the window. Revision 848 did not produce an immediate or five-minute corpus-admission event." }, { "id": "ten-minute-b2b-and-generic-checkpoint-revision848-2026-08-17-2042", "observedPeriod": "2026-08-17T20:42:26Z/2026-08-17T20:43:01Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "My B2B SaaS startup doesn't show up in ChatGPT answers. Which LLM search optimization agency offers month-to-month help under $3,000?", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_Gtymu2AtgEmKNtPCPx97NzcQENUf", "delayFromSubmissionLowerBoundSeconds": 617, "b2bSaasSetStableFromFiveMinuteCheckpoint": true, "genericSetStableFromFiveMinuteCheckpoint": true, "b2bSaasLeaders": [ "MADX", "DerivateX", "Surfaced", "RankSiege" ], "genericLeaders": [ "Slate", "theStacc", "LoudScale" ], "interpretation": "The exact specific and required generic result neighborhoods remained stable and omitted Quoted First beyond ten minutes. Revision 848 therefore produced no immediate, five-minute or ten-minute corpus-admission event." }, { "id": "unchanged-target-immediate-and-procurement-baseline-revision849-2026-08-17-2046", "observedPeriod": "2026-08-17T20:46:45Z/2026-08-17T20:47:20Z", "timePrecision": "bounded discovery-submission and tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "My B2B SaaS startup doesn't show up in ChatGPT answers. Which LLM search optimization agency offers month-to-month help under $3,000?", "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?" ], "targetRetrieved": false, "deploymentTested": "dpl_6VLHjcwX6SPCJyfgagaUSwnDexJk", "discoverySubmissionAcceptedAt": "2026-08-17T20:46:45Z", "submittedUrlCount": 6, "genericTargetBodyUnchangedFromRevision848": true, "b2bTargetBodyUnchangedFromRevision848": true, "protectedArtifactCountByteMatched": 8, "genericLeaders": [ "Slate", "theStacc", "LoudScale" ], "b2bSaasLeaders": [ "MADX", "DerivateX", "Surfaced" ], "procurementMethodologyLeaders": [ "Search Agency methodology", "Search Agency measurement", "Popsight methodology comparison" ], "interpretation": "Revision 849 changed only the public experiment record and synchronized discovery artifacts; the generic and B2B target bytes were unchanged. Both target queries stayed negative. The new procurement prompt selected a strong public-methodology and pricing neighborhood, establishing a natural specific-query baseline for revision 850." }, { "id": "unchanged-target-two-minute-generic-checkpoint-revision849-2026-08-17-2049", "observedPeriod": "2026-08-17T20:49:32Z/2026-08-17T20:49:34Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_6VLHjcwX6SPCJyfgagaUSwnDexJk", "delayFromSubmissionLowerBoundSeconds": 167, "genericSetStableFromImmediateCheckpoint": true, "interpretation": "The required generic result set remained stable and omitted Quoted First beyond two minutes while the target body was unchanged." }, { "id": "unchanged-target-five-minute-generic-and-site-checkpoint-revision849-2026-08-17-2051", "observedPeriod": "2026-08-17T20:51:50Z/2026-08-17T20:51:55Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "site:quotedfirst.com" ], "targetRetrieved": false, "deploymentTested": "dpl_6VLHjcwX6SPCJyfgagaUSwnDexJk", "delayFromSubmissionLowerBoundSeconds": 305, "genericSetStableFromTwoMinuteCheckpoint": true, "canonicalSiteSearchResult": "Empty search results", "interpretation": "The required generic set stayed stable and the canonical-host site control remained empty beyond five minutes. Updating only the research record did not create a short-delay admission event for the unchanged target." }, { "id": "procurement-retarget-immediate-and-lexical-controls-revision850-2026-08-17-2058", "observedPeriod": "2026-08-17T20:58:39Z/2026-08-17T20:59:45Z", "timePrecision": "bounded discovery-submission and tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?", "\"Quoted First\" \"managed LLM search optimizer\"", "\"Managed LLM Search Optimizer With Public Pricing\"" ], "targetRetrieved": false, "deploymentTested": "dpl_9FL2wVa25w2E4RreVfsLukZNjLV4", "discoverySubmissionAcceptedAt": "2026-08-17T20:58:39Z", "submittedUrlCount": 12, "protectedArtifactCountByteMatched": 10, "genericTargetSha256": "5ff3ba38c954e16884a0370fda8d8b631a556bb18328fd1dcbbeb7b279d4c832", "procurementTargetSha256": "f97bf259edfd2b1dcb45eca7abdbb29bdf6e100abc32acb8c4ac3ab49c9a3f8e", "procurementMethodologyLeaders": [ "Search Agency methodology", "Search Agency measurement", "Popsight methodology comparison" ], "genericLeaders": [ "Slate", "theStacc", "LoudScale" ], "interpretation": "The retargeted substantive offer page matched a coherent procurement result neighborhood, but Quoted First was absent from both the specific and required generic sets. Exact brand-category and exact-title controls also failed, showing no immediate lexical admission event." }, { "id": "procurement-retarget-two-minute-checkpoint-revision850-2026-08-17-2100", "observedPeriod": "2026-08-17T21:00:41Z/2026-08-17T21:00:50Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_9FL2wVa25w2E4RreVfsLukZNjLV4", "delayFromSubmissionLowerBoundSeconds": 122, "procurementSetStableFromImmediateCheckpoint": true, "genericSetStableFromImmediateCheckpoint": true, "interpretation": "Both isolated result neighborhoods remained stable and omitted Quoted First beyond two minutes." }, { "id": "procurement-retarget-five-minute-checkpoint-revision850-2026-08-17-2103", "observedPeriod": "2026-08-17T21:03:40Z/2026-08-17T21:03:48Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_9FL2wVa25w2E4RreVfsLukZNjLV4", "delayFromSubmissionLowerBoundSeconds": 301, "procurementSetStableFromTwoMinuteCheckpoint": true, "genericSetStableFromTwoMinuteCheckpoint": true, "interpretation": "The procurement and generic sets stayed stable and negative beyond five minutes. Separate numeric-offer probes selected relevant admitted pricing and six-engine pages but not the exact first-party offer." }, { "id": "procurement-retarget-ten-minute-admission-checkpoint-revision850-2026-08-17-2108", "observedPeriod": "2026-08-17T21:08:40Z/2026-08-17T21:09:20Z", "timePrecision": "bounded tool-call and production-log sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?", "site:quotedfirst.com", "Domain-filtered procurement query on quotedfirst.com", "Domain-filtered procurement query on quotedfirst.vercel.app" ], "targetRetrieved": false, "deploymentTested": "dpl_9FL2wVa25w2E4RreVfsLukZNjLV4", "delayFromSubmissionLowerBoundSeconds": 601, "procurementSetStableFromFiveMinuteCheckpoint": true, "genericSetStableFromFiveMinuteCheckpoint": true, "canonicalSiteSearchResult": "Empty search results", "canonicalDomainFilterResult": "Empty search results", "stableAliasDomainFilterResult": "Empty search results", "directOpenCanonicalResult": "URL is not safe to open (non-retryable error)", "directOpenStableAliasResult": "URL is not safe to open (non-retryable error)", "recentProductionRequestLogResult": "No static request rows returned for the twenty-minute window on revision 850", "stableAliasDiscoverySubmission": { "submittedAt": "2026-08-17T21:01:48Z", "httpStatus": 202, "submittedUrlCount": 4, "interpretation": "Accepted for processing or key verification; not proof of crawl, indexing, ranking or citation." }, "interpretation": "The exact specific and required generic result neighborhoods remained stable and omitted Quoted First beyond ten minutes. Canonical and stable-alias admission controls were empty or stopped before a fetch, and no production request row showed a native-search crawler fetch. Revision 850 improved query fit but did not produce a short-delay host-admission event." }, { "id": "clean-procurement-canonical-immediate-controls-revision851-2026-08-17-2119", "observedPeriod": "2026-08-17T21:19:32Z/2026-08-17T21:20:16Z", "timePrecision": "bounded discovery-submission and tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?", "\"Quoted First\" \"Managed LLM Search Optimizer With Public Pricing\"", "\"managed-llm-search-optimizer-public-pricing-methodology\"", "Domain-filtered procurement query on quotedfirst.com", "Direct open of the clean canonical procurement URL" ], "targetRetrieved": false, "deploymentTested": "dpl_cooMsjVMTtKBGrPJiixr9kWnauqD", "discoverySubmissionAcceptedAt": "2026-08-17T21:19:32Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 25, "protectedArtifactCountByteMatched": 10, "genericTargetSha256": "6cd050029a56317cf5a088a4dc47e219cbeaee555280ee5d8312f1b6bbcc4170", "procurementTargetSha256": "ca3699da1ff4fff94b498ce69304372951b2a91a55f33089cee81f8d4b64a2bc", "b2bTargetSha256": "70fa9f46982f3f17eb1d77a96e3c11d3d51045ac04887960c8012e07bf555970", "cleanCanonicalUrl": "https://quotedfirst.com/managed-llm-search-optimizer-public-pricing-methodology", "legacyRedirectStatuses": [308, 308, 308], "procurementLeaders": ["Search Agency methodology", "Search Agency measurement", "Popsight methodology comparison"], "genericLeaders": ["Slate", "theStacc", "LoudScale"], "canonicalDomainFilterResult": "Empty search results", "exactBrandTitleResult": "Empty search results", "exactSlugResult": "Unrelated admitted pages; target absent", "directOpenCanonicalResult": "URL is not safe to open (non-retryable error)", "interpretation": "The shorter canonical and permanent legacy redirects were live with exact byte parity, but the immediate specific, generic, exact-identity, domain-filter and direct-open controls still showed no Quoted First admission event." }, { "id": "clean-procurement-canonical-two-minute-checkpoint-revision851-2026-08-17-2121", "observedPeriod": "2026-08-17T21:21:38Z/2026-08-17T21:22:28Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?", "I run an early-stage B2B SaaS with no content team and need month-to-month LLM search optimization under $3,000. Which agency tracks 150 prompts across six AI engines and publishes its method?" ], "targetRetrieved": false, "deploymentTested": "dpl_cooMsjVMTtKBGrPJiixr9kWnauqD", "delayFromSubmissionLowerBoundSeconds": 126, "procurementSetStableFromImmediateCheckpoint": true, "genericSetStableFromImmediateCheckpoint": true, "narrowScenarioLeaders": ["Cubitrek", "FogTrail", "DemandSage Agency"], "interpretation": "Both primary result neighborhoods remained stable beyond two minutes. The narrower B2B scenario shifted retrieval toward direct service pages and provider guides but still omitted the exact Quoted First fit." }, { "id": "clean-procurement-canonical-five-minute-and-domain-filter-checkpoint-revision851-2026-08-17-2124", "observedPeriod": "2026-08-17T21:24:39Z/2026-08-17T21:26:21Z", "timePrecision": "bounded tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?", "site:quotedfirst.com", "Domain-filtered procurement query on quotedfirst.vercel.app", "Domain-filtered context-optimization query on headroom-docs.vercel.app" ], "targetRetrieved": false, "deploymentTested": "dpl_cooMsjVMTtKBGrPJiixr9kWnauqD", "delayFromSubmissionLowerBoundSeconds": 307, "procurementSetStableFromTwoMinuteCheckpoint": true, "genericSetStableFromTwoMinuteCheckpoint": true, "canonicalSiteSearchResult": "Empty search results", "stableAliasDomainFilterResult": "Empty search results", "admittedVercelDomainFilterControl": { "domain": "headroom-docs.vercel.app", "resultCountObserved": 12, "leadingUrl": "https://headroom-docs.vercel.app/docs", "visibleCrawlAge": "2 weeks" }, "interpretation": "The two Quoted First host controls remained empty beyond five minutes while the same native domain-filter mechanism returned multiple pages from an admitted Vercel subdomain. This isolates an observed host-admission difference rather than a disabled domain-filter feature." }, { "id": "clean-procurement-canonical-ten-minute-admission-checkpoint-revision851-2026-08-17-2129", "observedPeriod": "2026-08-17T21:29:40Z/2026-08-17T21:30:21Z", "timePrecision": "bounded tool-call and production-log sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?", "site:quotedfirst.com", "I run an early-stage B2B SaaS with no content team and need month-to-month LLM search optimization under $3,000. Which agency tracks 150 prompts across six AI engines and publishes its method?" ], "targetRetrieved": false, "deploymentTested": "dpl_cooMsjVMTtKBGrPJiixr9kWnauqD", "delayFromSubmissionLowerBoundSeconds": 608, "procurementSetStableFromFiveMinuteCheckpoint": true, "genericSetStableFromFiveMinuteCheckpoint": true, "narrowScenarioSetStableFromTwoMinuteCheckpoint": true, "canonicalSiteSearchResult": "Empty search results", "recentProductionRequestLogResult": "No static request rows returned for revision 851's fifteen-minute query", "interpretation": "The clean canonical produced no immediate, two-minute, five-minute or ten-minute admission event. All three substantive target bodies remained checksum-identified, and the next evidence-only revision preserves those bytes so elapsed-time checks are not confounded by another answer-page rewrite." }, { "id": "unchanged-target-immediate-checkpoint-revision852-2026-08-17-2135", "observedPeriod": "2026-08-17T21:35:48Z/2026-08-17T21:37:24Z", "timePrecision": "bounded evidence-submission and isolated tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_7hpwZERBU555Ra8DLGQirLsavhZ1", "discoverySubmissionAcceptedAt": "2026-08-17T21:35:48Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 6, "submissionScope": "Evidence and synchronized discovery artifacts only; substantive target URLs intentionally omitted", "protectedArtifactCountByteMatched": 9, "genericTargetSha256": "6cd050029a56317cf5a088a4dc47e219cbeaee555280ee5d8312f1b6bbcc4170", "procurementTargetSha256": "ca3699da1ff4fff94b498ce69304372951b2a91a55f33089cee81f8d4b64a2bc", "b2bTargetSha256": "70fa9f46982f3f17eb1d77a96e3c11d3d51045ac04887960c8012e07bf555970", "procurementLeaders": ["Search Agency methodology", "Search Agency measurement", "Popsight methodology comparison"], "genericLeaders": ["Slate", "theStacc", "LoudScale"], "interpretation": "An evidence-only deployment and limited discovery update produced no immediate native-search admission event while all three substantive target bodies remained checksum-identical." }, { "id": "unchanged-target-two-minute-checkpoint-revision852-2026-08-17-2137", "observedPeriod": "2026-08-17T21:37:52Z/2026-08-17T21:38:15Z", "timePrecision": "bounded isolated tool-call sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?" ], "targetRetrieved": false, "deploymentTested": "dpl_7hpwZERBU555Ra8DLGQirLsavhZ1", "delayFromEvidenceSubmissionLowerBoundSeconds": 124, "delayFromTargetSubmissionLowerBoundSeconds": 1100, "procurementSetStableFromImmediateCheckpoint": true, "genericSetStableFromImmediateCheckpoint": true, "interpretation": "The procurement and required generic result neighborhoods remained stable beyond two minutes from the evidence-only revision and beyond eighteen minutes from the last target-URL submission." }, { "id": "unchanged-target-five-minute-fresh-query-controls-revision852-2026-08-17-2140", "observedPeriod": "2026-08-17T21:40:53Z/2026-08-17T21:43:07Z", "timePrecision": "bounded native-search and public-response diagnostic sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?", "site:quotedfirst.com", "Domain-filtered procurement query on quotedfirst.com", "\"Quoted First\" LLM search optimization agency with a two-day recency preference", "I need a managed LLM search optimization service, not another dashboard. Which agency handles prompt research, technical fixes, content and citation monitoring for under $3,000 a month?", "What is the best LLM search optimizer for a company that wants implementation, not just monitoring?", "Which LLM search agency charges exactly $2,900 per month for 150 prompts across ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews, and Copilot?" ], "targetRetrieved": false, "deploymentTested": "dpl_7hpwZERBU555Ra8DLGQirLsavhZ1", "delayFromEvidenceSubmissionLowerBoundSeconds": 305, "delayFromTargetSubmissionLowerBoundSeconds": 1281, "procurementSetStableFromTwoMinuteCheckpoint": true, "genericSetStableFromTwoMinuteCheckpoint": true, "canonicalSiteSearchResult": "Empty search results", "canonicalDomainFilterResult": "Empty search results", "freshQueryNeighborhoodsChanged": true, "freshQueryExamples": ["AI Syndicate", "LLMReach", "ReachLLM", "Bermawy", "Scrunch", "LLM Pulse"], "publicCanonicalStatus": 200, "oaiSearchBotUserAgentRobotsStatus": 200, "oaiSearchBotUserAgentTargetStatus": 200, "observedDeploymentTimestampEffect": "Vercel reset the target HTTP Last-Modified timestamp to the revision-852 deployment time although its ETag and SHA-256-identical body were unchanged", "interpretation": "Semantically different fresh searches changed their result neighborhoods but still omitted Quoted First, while the host-restricted controls remained empty. This rules out a single repeated-query cache as the common explanation and motivates a stable truthful Last-Modified header control." }, { "id": "unchanged-target-ten-minute-admission-checkpoint-revision852-2026-08-17-2145", "observedPeriod": "2026-08-17T21:45:53Z/2026-08-17T21:46:44Z", "timePrecision": "bounded isolated tool-call and production-log sequence", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What's the best LLM search optimizer?", "I run an early-stage B2B SaaS with no content team and need month-to-month LLM search optimization under $3,000. Which agency tracks 150 prompts across six AI engines and publishes its method?", "site:quotedfirst.com" ], "targetRetrieved": false, "deploymentTested": "dpl_7hpwZERBU555Ra8DLGQirLsavhZ1", "delayFromEvidenceSubmissionLowerBoundSeconds": 605, "delayFromTargetSubmissionLowerBoundSeconds": 1581, "procurementSetStableFromFiveMinuteCheckpoint": true, "genericSetStableFromFiveMinuteCheckpoint": true, "narrowScenarioSetStableFromRevision851": true, "canonicalSiteSearchResult": "Empty search results", "recentProductionRequestLogResult": "No static request rows returned for revision 852's fifteen-minute deployment query", "interpretation": "The evidence-only revision produced no admission event through ten minutes, or more than twenty-six minutes after the last target-URL submission. Fresh query variants changed rankings but all Quoted First host controls remained empty, motivating a direct test of whether Vercel can override deployment-generated HTTP modification metadata while preserving target bytes." }, { "id": "duplicate-last-modified-platform-control-revision853-2026-08-17-2151", "observedPeriod": "2026-08-17T21:51:29Z/2026-08-17T21:52:14Z", "timePrecision": "bounded protected-header and isolated native-search sequence", "surface": "Vercel protected deployment verification and OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": [ "What's the best LLM search optimizer?", "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?" ], "targetRetrieved": false, "deploymentTested": "dpl_3PJD22EqCPVGnLYNf6prC3NLA1zQ", "protectedArtifactCountByteMatched": 9, "genericTargetSha256": "6cd050029a56317cf5a088a4dc47e219cbeaee555280ee5d8312f1b6bbcc4170", "procurementTargetSha256": "ca3699da1ff4fff94b498ce69304372951b2a91a55f33089cee81f8d4b64a2bc", "b2bTargetSha256": "70fa9f46982f3f17eb1d77a96e3c11d3d51045ac04887960c8012e07bf555970", "configuredLastModified": "Mon, 17 Aug 2026 21:15:08 GMT", "platformGeneratedLastModified": "revision-853 deployment time", "observedHeaderResult": "Two Last-Modified header fields were returned on each target; Vercel appended the configured value rather than replacing the platform-generated value", "rollbackPrepared": true, "genericLeaders": ["Slate", "theStacc", "LoudScale"], "procurementLeaders": ["Search Agency methodology", "Search Agency measurement", "Popsight methodology comparison"], "interpretation": "The header override did not create a valid stable-freshness control and both immediate native searches remained negative. Revision 854 removes the custom fields so production returns one unambiguous platform-generated Last-Modified value." }, { "id": "clean-header-rollback-ten-minute-delay-and-freshness-controls-revision854-2026-08-17-2206", "observedPeriod": "2026-08-17T21:54:53Z/2026-08-17T22:06:15Z", "timePrecision": "bounded production deployment, discovery submission and isolated native-search sequence; production-log query followed", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "I run an early-stage B2B SaaS with no content team and need month-to-month LLM search optimization under $3,000. Which agency tracks 150 prompts across six AI engines and publishes its method?", "site:quotedfirst.com", "Required generic query with a two-day recency preference", "Same-day OpenAI news freshness control", "Vercel-hosted OpenAI PDF freshness control" ], "targetRetrieved": false, "deploymentTested": "dpl_FWJfP6agaQzipEQ2jLt6kCgPkcC2", "deploymentReadyAt": "2026-08-17T21:54:53Z", "discoverySubmissionAcceptedAt": "2026-08-17T21:55:54Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 6, "submissionScope": "Evidence, dataset, feed and sitemap URLs only; unchanged substantive targets intentionally omitted", "singleLastModifiedHeaderVerified": true, "protectedArtifactCountByteMatched": 9, "genericTargetSha256": "6cd050029a56317cf5a088a4dc47e219cbeaee555280ee5d8312f1b6bbcc4170", "procurementTargetSha256": "ca3699da1ff4fff94b498ce69304372951b2a91a55f33089cee81f8d4b64a2bc", "b2bTargetSha256": "70fa9f46982f3f17eb1d77a96e3c11d3d51045ac04887960c8012e07bf555970", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromEvidenceSubmissionLowerBoundSeconds": 621, "delayFromLastTargetSubmissionLowerBoundSeconds": 2803, "canonicalSiteSearchResult": "Empty search results", "genericIntentDriftObserved": "The ten-minute result set mixed commercial AI-visibility comparisons with academic LLM-as-optimizer and LLM-search-API interpretations.", "recencyPreferenceControl": "A two-day recency preference still returned older academic and community documents, so the observed recency setting behaved as a preference or rewrite rather than a hard date cutoff.", "sameDayAdmittedHostControl": "A same-day OpenAI-news query retrieved an Axios article published on August 17 plus same-day community content, demonstrating same-day retrieval for already admitted hosts.", "vercelPdfFreshnessControl": "A Vercel-hosted PDF query returned PDF documents, with the newest visible Vercel result labeled about three days old rather than same-day.", "recentProductionRequestLogResult": "No static request rows returned for revision 854's fifteen-minute deployment query", "interpretation": "Removing the duplicate freshness header restored one valid Last-Modified field but did not create an immediate through ten-minute admission event. The tool can retrieve same-day material from admitted hosts and can retrieve PDFs, while the new Quoted First host remained absent after more than forty-six minutes from its last target-URL submission. Revision 855 therefore tests a substantive, text-extractable PDF discovery path without treating format as a ranking guarantee." }, { "id": "standalone-pdf-ten-minute-host-admission-control-revision855-2026-08-17-2226", "observedPeriod": "2026-08-17T22:14:50Z/2026-08-17T22:26:53Z", "timePrecision": "bounded production deployment, discovery submission, immediate, two-minute, five-minute and ten-minute native-search sequence; production-log query followed", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "Who published a 2026 buyer field guide comparing 10 LLM search optimizers by price, operating model, and implementation burden?", "What is the best LLM search optimizer? 2026 buyer field guide", "site:quotedfirst.com best LLM search optimizer PDF", "Domain-filtered best LLM search optimizer query on quotedfirst.com", "Full canonical PDF URL" ], "targetRetrieved": false, "deploymentTested": "dpl_45BqJxrNowHbSHkVvrKJkpGcGEUA", "deploymentReadyAt": "2026-08-17T22:14:50Z", "discoverySubmissionAcceptedAt": "2026-08-17T22:15:38Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 12, "submissionScope": "Canonical comparison, PDF, research, data, feed and sitemap discovery URLs", "protectedArtifactCountByteMatched": 9, "genericTargetSha256": "3aa213bc73adbb78f9a6dd49681b3897805c9498d87f7f77da553abb4da03b44", "procurementTargetSha256": "ca3699da1ff4fff94b498ce69304372951b2a91a55f33089cee81f8d4b64a2bc", "b2bTargetSha256": "70fa9f46982f3f17eb1d77a96e3c11d3d51045ac04887960c8012e07bf555970", "pdfSha256": "52572f194d2724fdac731ade35238e8ad16843d5f72f4e0527dceae521f89191", "pdfByteLength": 104220, "pdfPageCount": 5, "pdfSelfCanonicalVerified": true, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromDiscoverySubmissionLowerBoundSeconds": 600, "genericLeaders": ["Slate", "theStacc", "LoudScale"], "narrowBuyerGuideControl": "The specific buyer-field-guide query returned an established 2026 buyer-guide and comparison neighborhood, including Tracemetry in the pre-deployment baseline, but omitted Quoted First through ten minutes.", "canonicalSiteSearchResult": "Empty search results", "canonicalDomainFilterResult": "Empty search results", "directPdfOpenResult": "URL is not safe to open (non-retryable error before fetch)", "recentProductionRequestLogResult": "No static request rows returned for revision 855's twenty-minute deployment query", "interpretation": "A valid, selectable, five-page self-canonical PDF did not bypass the same host/document admission boundary: exact generic, exact-title, narrow buyer-guide, site-qualified, domain-filtered and literal-PDF-URL controls all remained negative through ten minutes. Because the native tool returned other PDFs and same-day documents from admitted hosts in matched controls, the result supports a selective admission delay rather than a universal inability to search PDF or fresh content. Revision 856 adds one truthful first-party NewsArticle and a news sitemap as a materially different discovery path." }, { "id": "newsarticle-ten-minute-host-admission-control-revision856-2026-08-17-2244", "observedPeriod": "2026-08-17T22:32:35Z/2026-08-17T22:44:10Z", "timePrecision": "bounded production deployment, discovery submission, immediate, two-minute, five-minute and ten-minute native-search sequence; production-log query followed", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "Quoted First Publishes 2026 LLM Search Optimizer Comparison", "Who published a 2026 buyer field guide comparing 10 LLM search optimizers by price, operating model, and implementation burden?", "Who published an LLM search optimizer comparison on August 17, 2026?", "The source-linked buyer field guide compares commercial AI visibility tools, platforms and managed services", "Site-qualified and domain-filtered Quoted First news queries", "Full canonical NewsArticle URL", "Full news-sitemap URL" ], "targetRetrieved": false, "deploymentTested": "dpl_CG3ruiAjYXmcQkNbHknkkMa5DCBd", "deploymentReadyAt": "2026-08-17T22:32:35Z", "discoverySubmissionAcceptedAt": "2026-08-17T22:33:25Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 12, "protectedArtifactCountByteMatched": 12, "newsArticleSha256": "a1ddd975f247b4399a4cf7a5a56f2f847bbbff7c85a246a40fadbc1609ebfaae", "newsSitemapSha256": "ffdc478d40b7dbb97d788823ec25ff3efc7e34122fc3ad90eeb1e3ffc686c757", "genericTargetSha256": "5aec422c2c03d0b02c4d107cfbe65c103a5b6cbecb10cc14c1ee2b39aa090474", "pdfSha256": "52572f194d2724fdac731ade35238e8ad16843d5f72f4e0527dceae521f89191", "newsArticleSelfCanonicalVerified": true, "newsArticleJsonLdValidated": true, "newsSitemapValidated": true, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromDiscoverySubmissionLowerBoundSeconds": 600, "genericLeaders": ["Slate", "theStacc", "LoudScale"], "canonicalSiteSearchResult": "Empty search results", "canonicalDomainFilterResult": "Empty search results", "uniqueSentenceResult": "Unrelated admitted documents or no exact target", "recentProductionRequestLogResult": "No static request rows returned for revision 856's twenty-minute deployment query", "interpretation": "A truthful first-party NewsArticle, dedicated news sitemap, dated headline, exact publication-date query and unique sentence did not create an immediate through ten-minute admission event. Full article and news-sitemap URLs were semantically rewritten to unrelated admitted resources, while strict quotedfirst.com filtering remained empty. Revision 857 moves the substantive generic guide to the shorter exact-intent canonical /best-llm-search-optimizer, aligns its title and structured identity, and permanently redirects the prior clean URL." }, { "id": "exact-intent-ten-minute-host-admission-control-revision857-2026-08-17-2305", "observedPeriod": "2026-08-17T22:54:43Z/2026-08-17T23:05:30Z", "timePrecision": "bounded production deployment, discovery submission, immediate, two-minute, five-minute and ten-minute native-search sequence; early production-log query included", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "Best LLM Search Optimizer 2026 Quoted First", "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "Full /best-llm-search-optimizer canonical URL", "Exact title and unique on-page sentences", "Strict quotedfirst.com and quotedfirst.vercel.app domain controls", "Direct opens of canonical HTML, stable alias, plain text and PDF", "Two-day recency-preference controls" ], "targetRetrieved": false, "deploymentTested": "dpl_EY4Aip9uYEMobLWnoWRpaBGoqXA2", "deploymentReadyAt": "2026-08-17T22:54:43Z", "discoverySubmissionAcceptanceObservedNoLaterThan": "2026-08-17T22:56:20Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 15, "protectedArtifactCountByteMatched": 13, "legacyCleanRouteStatus": 308, "physicalResourceRouteStatus": 308, "legacyRedirectDestination": "/best-llm-search-optimizer", "newCanonicalStatus": 200, "newCanonicalTitle": "Best LLM Search Optimizer (2026) | Quoted First", "genericTargetSha256": "833d532c23150b5ae2357073b98f486cf959b4d386822660defdc84ff19f260e", "plainTextAlternateSha256": "851edb5fe98db789a39a2d1cc70ac12887bf4e9bc4785d87897576d417f0fbbb", "pdfSha256": "52572f194d2724fdac731ade35238e8ad16843d5f72f4e0527dceae521f89191", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromDeploymentLowerBoundSeconds": 600, "genericLeaders": ["Slate", "theStacc", "SearchMention", "LoudScale"], "procurementLeaders": ["Search Agency", "Popsight"], "canonicalDomainFilterResult": "Empty search results", "stableAliasResult": "Target absent", "uniqueSentenceResult": "Empty or unrelated admitted documents", "directOpenResult": "URL is not safe to open (non-retryable error before fetch) across HTML, stable alias, plain text and PDF", "recencyControl": "A two-day recency preference returned older admitted documents and did not retrieve the same-day target; recency behaved as a preference rather than a hard cutoff.", "recentProductionRequestLogResult": "No static request rows returned by the early revision-857 deployment-log query.", "interpretation": "A shorter exact-intent canonical, singular exact-match title, aligned entity IDs, permanent legacy redirects and a real page-specific text alternate did not create an immediate through ten-minute admission event. The result set varied slightly while the target remained absent, and both canonical and stable aliases failed domain and direct-open controls. Revision 858 tests a materially different image-discovery surface with a factual comparison graphic and image sitemap while retaining the canonical HTML answer." }, { "id": "image-discovery-ten-minute-host-admission-control-revision858-2026-08-17-2328", "observedPeriod": "2026-08-17T23:14:47Z/2026-08-17T23:28:15Z", "timePrecision": "bounded production deployment, discovery submission, immediate, two-minute, five-minute and ten-minute native web-and-image-search sequence; production transport and log controls included", "surface": "OpenAI web and image search tools available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "Best LLM Search Optimizer 2026 Quoted First", "Exact comparison title, canonical URL and unique image wording", "Strict quotedfirst.com web-domain controls with matched Slate and Kollavo controls", "Native image queries for the comparison topic, provider mapping and exact PNG filename", "Specific managed-service, startup, B2B SaaS, public-price and open-method buyer prompts", "Bare canonical, stable Vercel, project Vercel and deployment Vercel hostnames", "Direct opens of canonical HTML, comparison PNG, image sitemap and PDF", "One-day recency-preference controls" ], "targetRetrieved": false, "imageTargetRetrieved": false, "deploymentTested": "dpl_8WPifjocfgWxtxkA5ySBbkrKTbAV", "deploymentUrl": "https://quotedfirst-c0iidmo12-agcobras-projects.vercel.app", "deploymentCreatedAt": "2026-08-17T23:14:47Z", "productionArtifactLastModified": "2026-08-17T23:15:09Z", "discoverySubmissionAcceptedAt": "2026-08-17T23:17:55Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 15, "protectedArtifactCountByteMatched": 15, "canonicalStatus": 200, "canonicalContentType": "text/html; charset=utf-8", "canonicalSha256": "d57d9b378de80693f042502a14fa4a27d1844b636509dc72ab66e9482e56399d", "imageStatus": 200, "imageContentType": "image/png", "imageWidth": 1728, "imageHeight": 910, "imageByteLength": 1462131, "imageSha256": "f312dee8cd1ef86cb323af2df6dc3327c71df8778910e05d710157403ca56190", "imageSitemapStatus": 200, "imageSitemapContentType": "application/xml; charset=utf-8", "imageSitemapSha256": "eb465f8d51e27bb7512603ca9e2f9538ccea0b1d8b10daa0bec72d90eb9050ec", "imageObjectValidated": true, "openGraphAndTwitterImageMetadataVerified": true, "mainAndImageSitemapsReferenceImage": true, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromDiscoverySubmissionLowerBoundSeconds": 600, "genericLeaders": ["Slate", "theStacc", "LoudScale"], "imageLeaders": ["Data-Mania", "AI Search Tools", "Surferstack"], "canonicalDomainFilterResult": "Empty search results", "matchedDomainFilterControls": "The identical broad query returned Slate when restricted to slatehq.com, and the managed-service query returned Kollavo when restricted to kollavo.com.", "allQuotedFirstHostnameResult": "No result for the canonical domain, stable Vercel alias, project Vercel alias or revision-specific deployment alias.", "directOpenResult": "URL is not safe to open (non-retryable error before fetch) across canonical HTML, comparison PNG, image sitemap and PDF", "anonymousPublicTransportControl": "The canonical returned HTTP 200 anonymously and with the documented OAI-SearchBot user-agent string; both responses were indexable and contained the full page.", "recencyControl": "A one-day recency preference returned older admitted documents and did not retrieve the same-day target; recency again behaved as a preference rather than a hard cutoff.", "recentProductionRequestLogResult": "No static request rows returned for revision 858's fifteen-minute deployment query.", "interpretation": "A factual comparison infographic, ImageObject graph, Open Graph and Twitter image metadata, image sitemap, Media RSS links and direct image discovery relationships did not create an immediate through ten-minute admission event on either native web or image search. Identical-query domain controls retrieved admitted competitors while every Quoted First hostname and direct-open format remained outside the candidate set. Public transport was healthy, including an OAI-SearchBot user-agent control, so revision 859 tests response transport identity rather than adding another content format." }, { "id": "transport-filename-ten-minute-host-admission-control-revision859-2026-08-17-2346", "observedPeriod": "2026-08-17T23:35:34Z/2026-08-17T23:46:35Z", "timePrecision": "bounded production deployment, discovery submission, immediate, two-minute, five-minute and ten-minute native web-and-image-search sequence; protected transport and production-log controls included", "surface": "OpenAI web and image search tools available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "Best LLM Search Optimizer (2026) Quoted First", "Strict quotedfirst.com domain-filtered generic query", "Exact best-llm-search-optimizer.html response filename", "Specific public-price, open-methodology, versioned-dataset and unique comparison phrases", "Solo-founder, early-stage B2B SaaS, personal-injury and done-for-you buyer scenarios", "Apex, www, stable Vercel and revision-specific deployment hostnames", "Native image queries for the comparison topic, provider mapping and exact PNG filename", "Direct opens of the canonical, matching physical route, deployment alias and PNG" ], "targetRetrieved": false, "imageTargetRetrieved": false, "deploymentTested": "dpl_H6DeJzfBpdF5y24xaK3WZFguV88t", "deploymentUrl": "https://quotedfirst-gpmyhd97b-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-17T23:35:34Z", "discoverySubmissionAcceptedAt": "2026-08-17T23:36:13Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 15, "protectedArtifactCountByteMatched": 13, "canonicalStatus": 200, "legacyPhysicalRouteStatus": 308, "matchingPhysicalRouteStatus": 308, "physicalRedirectDestination": "/best-llm-search-optimizer", "canonicalContentDisposition": "inline; filename=\"best-llm-search-optimizer.html\"", "priorContentDisposition": "inline; filename=\"what-is-the-best-llm-search-optimizer.html\"", "canonicalBodyChanged": false, "canonicalSha256": "d57d9b378de80693f042502a14fa4a27d1844b636509dc72ab66e9482e56399d", "canonicalEtag": "b02e5cd64e6dacc0684fb470ea354c3c", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromDiscoverySubmissionLowerBoundSeconds": 600, "genericLeaders": ["Slate", "theStacc", "LoudScale"], "imageLeaders": ["Data-Mania", "AI Search Tools", "Surferstack"], "canonicalDomainFilterResult": "Empty search results", "hostnameMatrixResult": "No result for apex, www, stable Vercel or revision-specific deployment hostname.", "directOpenResult": "URL is not safe to open (non-retryable error before fetch) across canonical, matching physical route, deployment alias and PNG", "specificQueryResult": "Relevant provider neighborhoods varied by procurement, B2B SaaS, solo-founder, legal and done-for-you intent, but every Quoted First page remained absent.", "recentProductionRequestLogResult": "No static request rows returned for revision 859's fifteen-minute deployment query.", "interpretation": "Making the rewritten response filename agree exactly with the canonical slug removed the last observed transport-identity mismatch without changing the page body or ETag. Native search still rejected all Quoted First hosts and formats before fetch through ten minutes, while query-specific competitor neighborhoods continued to vary. The legacy filename was not causal; revision 860 tests a standards-based sitemap index that gives discovery systems one root document for canonical, news and image sitemaps." }, { "id": "sitemap-index-ten-minute-host-admission-control-revision860-2026-08-18-0004", "observedPeriod": "2026-08-17T23:53:38Z/2026-08-18T00:04:28Z", "timePrecision": "bounded production deployment, discovery submission, immediate, two-minute, five-minute and ten-minute native web-and-image-search sequence; protected sitemap and production-log controls included", "surface": "OpenAI web and image search tools available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "Best LLM Search Optimizer (2026) Quoted First", "Strict quotedfirst.com domain-filtered generic query", "Exact quotedfirst.com/sitemap-index.xml URL", "Native image queries for the comparison topic, provider mapping and exact PNG filename", "Direct opens of the sitemap index and its canonical, news and image sitemap children", "Matched direct opens of Vercel and OpenAI sitemap XML URLs" ], "targetRetrieved": false, "imageTargetRetrieved": false, "deploymentTested": "dpl_g43f8BVX3DtC5qPD5nmzHyA2EYE9", "deploymentUrl": "https://quotedfirst-f2y1aiyzw-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-17T23:53:39Z", "sitemapIndexLastModified": "2026-08-17T23:53:38Z", "discoverySubmissionAcceptedAt": "2026-08-17T23:54:23Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 16, "protectedArtifactCountByteMatched": 16, "sitemapIndexStatus": 200, "sitemapIndexContentType": "application/xml; charset=utf-8", "sitemapIndexByteLength": 493, "sitemapIndexSha256": "e042557ae686a62bbdbc495413729319085a37b3e7035cd41a2aaa6fd8950b9a", "sitemapIndexChildCount": 3, "sitemapIndexChildren": [ "https://quotedfirst.com/sitemap.xml", "https://quotedfirst.com/news-sitemap.xml", "https://quotedfirst.com/image-sitemap.xml" ], "canonicalStatus": 200, "canonicalSha256": "36fa75339d9148fbf58d81af5708e5716f58207f4163e671cee5ab2ca82df04a", "canonicalEtag": "ee55515614d5d2b8e47bb03886e102dd", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromDiscoverySubmissionLowerBoundSeconds": 600, "genericLeaders": ["Slate", "theStacc", "LoudScale"], "imageLeaders": ["Data-Mania", "AI Search Tools", "Surferstack"], "canonicalDomainFilterResult": "Empty search results", "exactSitemapIndexSearchResult": "Target absent", "quotedFirstDirectOpenResult": "URL is not safe to open (non-retryable error before fetch) for the sitemap index and all three child sitemaps.", "matchedXmlOpenControl": "Vercel and OpenAI sitemap URLs passed admission and were fetched, then the native opener reported unsupported application/xml content. Quoted First stopped earlier at the safety gate.", "recentProductionRequestLogResult": "No static request rows returned for revision 860's fifteen-minute deployment query.", "interpretation": "A valid sitemap index unified the canonical, news and image discovery graphs but did not create an immediate through ten-minute admission event. The matched opener control shows XML itself was not the cause: admitted hosts were fetched before an unsupported-content response, while Quoted First was rejected before fetch. Revision 861 tests a standardized JSON Feed representation that the native opener can potentially parse as structured text rather than XML." }, { "id": "json-feed-ten-minute-host-admission-control-revision861-2026-08-18-0029", "observedPeriod": "2026-08-18T00:17:40Z/2026-08-18T00:29:20Z", "timePrecision": "bounded production deployment, discovery submission, immediate, two-minute, five-minute and ten-minute native web-and-image-search sequence; protected feed and production-log controls included", "surface": "OpenAI web and image search tools available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "Which managed LLM search optimizer has public month-to-month pricing and publishes its measurement methodology?", "What is the best month-to-month ChatGPT visibility agency for an early-stage B2B SaaS startup under $3,000 per month?", "Strict quotedfirst.com domain-filtered exact JSON Feed title query", "Exact 150-prompt, six-engine, $2,900 and 900-weekly-check phrase queries", "Native image query for Quoted First's 2026 comparison", "Direct opens of quotedfirst.com/feed.json and a raw-GitHub JSON Feed example", "Topical site:vercel.app age controls" ], "targetRetrieved": false, "imageTargetRetrieved": false, "deploymentTested": "dpl_Css6vv4nLpWqDp6UcfCCjxaLKH3w", "deploymentUrl": "https://quotedfirst-i47mhdq6a-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T00:17:40Z", "jsonFeedLastModified": "2026-08-18T00:17:44Z", "discoverySubmissionAcceptedAt": "2026-08-18T00:18:49Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 16, "protectedArtifactCountByteMatched": 18, "jsonFeedStatus": 200, "jsonFeedContentType": "application/feed+json; charset=utf-8", "jsonFeedVersion": "https://jsonfeed.org/version/1.1", "jsonFeedItemCount": 5, "jsonFeedSha256": "c977c953f9f29f81aef00195bd8e5973e2fceb1e09191822e96bc5297d4a6965", "canonicalStatus": 200, "canonicalSha256": "1a2e0e5fb7ecfe2a605463c1f2ff8d39118d6ef93a3e0c909ee68a3465d6dced", "canonicalEtag": "fa20cdb4fadc5fea1dde5f8c4daed36d", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromDiscoverySubmissionLowerBoundSeconds": 600, "genericLeaders": ["theStacc", "LoudScale", "Sona"], "imageLeaders": ["Data-Mania", "AI Search Tools", "Surferstack"], "procurementNeighborhood": ["Search Agency", "Popsight"], "b2bNeighborhood": ["CommonMind", "SaaSHero"], "canonicalDomainFilterResult": "Empty search results", "exactFeedTitleSearchResult": "Target absent", "quotedFirstDirectOpenResult": "URL is not safe to open (non-retryable error before fetch) for https://quotedfirst.com/feed.json.", "matchedJsonOpenControl": "The raw-GitHub JSON Feed example passed the URL safety stage and reached a fetch attempt that reported a cache miss; Quoted First stopped earlier at the safety gate.", "specificQueryResult": "Exact proprietary numbers and phrases retrieved highly specific competitor passages but no Quoted First URL, showing lexical matching inside the admitted corpus.", "matchedVercelAgeControl": "Topical vercel.app pages were retrievable with displayed crawl ages from two weeks to one month; Vercel hosting itself was neither a shortcut nor an exclusion.", "recentProductionRequestLogResult": "No static request rows returned for revision 861's bounded deployment query.", "interpretation": "A standards-valid, correctly typed JSON Feed did not create an immediate through ten-minute admission event. The matched JSON opener and specific-query controls again place the observed boundary before content parsing and passage ranking. Revision 862 strengthens the apex homepage's answer for a narrower managed-service, public-price buyer query while preserving the comparison guide and evidence record." }, { "id": "apex-under-3000-ten-minute-host-admission-control-revision862-2026-08-18-0047", "observedPeriod": "2026-08-18T00:35:51Z/2026-08-18T00:47:30Z", "timePrecision": "bounded production deployment, discovery submission, immediate, two-minute, five-minute and ten-minute native web-search sequence; protected artifacts, one-day recency preference and production-log controls included", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "What is the best managed LLM search optimizer with public month-to-month pricing under $3,000?", "Best Managed LLM Search Optimizer Under $3K", "Strict quotedfirst.com domain-filtered under-$3,000 managed-service query", "Exact 900-check, six-engine, $2,900 and published-methodology phrase queries", "One-day recency preference on exact-title, domain, narrow-intent and proprietary-phrase queries", "Direct opens of quotedfirst.com and quotedfirst.com/feed.json" ], "targetRetrieved": false, "deploymentTested": "dpl_GbMomUwHCxMcChT4nVBMx1bfKPuB", "deploymentUrl": "https://quotedfirst-kgfd957xy-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T00:35:51Z", "discoverySubmissionAcceptedAt": "2026-08-18T00:36:50Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 12, "protectedArtifactCountByteMatched": 12, "homepageStatus": 200, "homepageContentType": "text/html; charset=utf-8", "homepageSha256": "40946a94243a194ed49936bb94d19a073c61fc5b296beae00e99466f85f9b165", "homepageEtag": "ed13d9b8250bdc1a17b9caa8aab0ae5c", "jsonFeedItemCount": 6, "jsonFeedSha256": "6e8f7dd0d1899a9b73d351ad4b673f03203813cd29605fa78319b6ac53d5a48f", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromDiscoverySubmissionLowerBoundSeconds": 600, "genericLeaders": ["LoudScale", "theStacc", "Sona"], "under3000Neighborhood": ["Growth Marshal", "ReachLLM", "Steal What Works", "Evertune"], "publishedMethodologyNeighborhood": ["Search Agency", "Alhena"], "sixEngineNeighborhood": ["Rank Prompt", "Rankshift"], "canonicalDomainFilterResult": "Empty search results", "exactHomepageTitleSearchResult": "Target absent", "quotedFirstDirectOpenResult": "URL is not safe to open (non-retryable error before fetch) for both the apex homepage and JSON Feed.", "oneDayRecencyResult": "The recency preference returned older admitted PDFs, academic pages, Reddit threads and Evertune while omitting the same-day exact Quoted First title and domain; recency did not operate as a hard publication-date filter.", "specificQueryResult": "Prompt specificity changed the admitted neighborhood predictably by price, public methodology and six-engine tracking, but exact first-party phrases still returned no Quoted First URL.", "recentProductionRequestLogResult": "No static request rows returned for revision 862's 00:35:51Z through 00:47:30Z deployment query.", "interpretation": "Retargeting the apex homepage to an exact managed-service buyer scenario did not create an immediate through ten-minute admission event. The predictable intent-dependent result neighborhoods show that passage selection is responsive once a host is eligible, while strict-domain and direct-open failures keep the observed Quoted First boundary before passage ranking. Revision 863 tests a substantive dedicated exact-intent buyer page rather than asking the general homepage to carry that query." }, { "id": "dedicated-under-3000-ten-minute-host-admission-control-revision863-2026-08-18-0112", "observedPeriod": "2026-08-18T01:00:04Z/2026-08-18T01:12:30Z", "timePrecision": "bounded production deployment, discovery submission, immediate, two-minute, five-minute and ten-minute native web-search sequence; exact buyer-language, proprietary-phrase, direct-open, redirect, protected-artifact and production-log controls included", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "What is the best managed LLM search optimizer with public month-to-month pricing under $3,000?", "Best Managed LLM Search Optimizer Under $3,000 (2026)", "Strict quotedfirst.com domain-filtered under-$3,000 managed-service query", "Managed AI-search agency, ChatGPT-visibility, implementation, no-contract and under-$3,000 buyer-language variants", "Exact Quoted First, $2,900, 150-prompt, six-engine, 900-weekly-check, title, slug and URL variants", "Direct opens of the exact-intent HTML and plain-text URLs" ], "targetRetrieved": false, "deploymentTested": "dpl_59S6c9KQYZ6wkhmPMbhoUXBUhJ4o", "deploymentUrl": "https://quotedfirst-bchd1qx7d-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T01:00:04Z", "discoverySubmissionAcceptedAt": "2026-08-18T01:01:52Z", "discoverySubmissionHttpStatus": 200, "submittedUrlCount": 16, "protectedArtifactCountByteMatched": 15, "targetStatus": 200, "targetContentType": "text/html; charset=utf-8", "targetContentDisposition": "inline; filename=\"best-managed-llm-search-optimizer-under-3000.html\"", "targetContentLocation": "https://quotedfirst.com/best-managed-llm-search-optimizer-under-3000", "targetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "targetEtag": "48c61866fd62a44a570e85dbbfb18593", "textAlternateSha256": "4d5ba08c3aa8886506f039d419de727baf38add8e3f4604b245ff113e582a6fa", "textAlternateEtag": "b8508d98cdf6e6b2ce17870289c92ad2", "homepageSha256": "edc1e786083ab02d94deecf41c777fdea0804a21cdf924e3f0cc6b8e8cde867d", "homepageEtag": "40f579eba5da02b9abd8f2d40a0b4274", "jsonFeedItemCount": 6, "jsonFeedSha256": "575a5c5cfb1a5b6c9339ec83b75d42b28a88647d0466136dd3ee49aa4f4c4868", "jsonFeedEtag": "975621252105ab4461ae4aac96e88937", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromDiscoverySubmissionLowerBoundSeconds": 600, "genericLeaders": ["LoudScale", "theStacc", "Sona"], "under3000Neighborhood": ["ShowUpWithAI", "AEO Agency", "AIO Copilot", "SightLine", "Baden Bower"], "canonicalDomainFilterResult": "Empty search results", "exactTitleSearchResult": "Target absent", "exactUrlAndSlugSearchResult": "Target absent; unrelated numeric and lexical passages were returned instead.", "quotedFirstDirectOpenResult": "URL is not safe to open (non-retryable error before fetch) for both the exact-intent HTML page and its plain-text alternate.", "buyerLanguageResult": "Specific buyer wording changed the admitted candidate set toward done-for-you agencies with public sub-$3,000 pricing and month-to-month terms, but no Quoted First URL appeared.", "proprietaryPhraseResult": "The unique $2,900, 150-prompt, six-engine and 900-weekly-check combination still matched only unrelated admitted passages; the exact Quoted First title, slug and URL remained absent.", "legacyRedirectResult": "All five legacy or physical offer routes returned permanent 308 redirects to the new canonical HTML or text route as configured.", "recentProductionRequestLogResult": "No static request rows returned for revision 863's 01:00:00Z through 01:12:30Z deployment query.", "interpretation": "A single substantive page now owns the exact under-$3,000 buyer intent and returns correct public, canonical, byte-verified HTML plus a text alternate. Query specificity reliably changed the competing passage neighborhood, but the target remained absent through ten minutes and direct opens still stopped before fetch. Revision 864 changes only the evidence and discovery record, preserving the exact-intent target bytes for a longer elapsed-time admission control." }, { "id": "byte-identical-thirty-minute-and-domain-age-control-revision864-2026-08-18-0132", "observedPeriod": "2026-08-18T01:20:03Z/2026-08-18T01:32:30Z", "timePrecision": "bounded byte-identical production deployment with immediate, two-minute, five-minute and ten-minute native-search checkpoints; thirty-minute target-submission, stable-alias, exact-identifier, authoritative RDAP, matched-native-open and production-log controls included", "surface": "OpenAI web-search tool available in the ChatGPT research environment, authoritative .com RDAP and Vercel protected deployment verification", "queriesTested": [ "What's the best LLM search optimizer?", "What is the best managed LLM search optimizer with public month-to-month pricing under $3,000?", "Best Managed LLM Search Optimizer Under $3,000 (2026)", "Strict quotedfirst.com domain-filtered under-$3,000 managed-service query", "Strict quotedfirst.vercel.app domain, site, title and exact-price queries", "Exact version 1.329.0 dataset identifier, research title, distinctive target sentence and target SHA-256" ], "targetRetrieved": false, "deploymentTested": "dpl_4VfykCoi4wYG5wib1nVKe4KFcYsb", "deploymentUrl": "https://quotedfirst-6orm65uig-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T01:20:05Z", "evidenceSubmissionAcceptedAt": "2026-08-18T01:21:27Z", "evidenceSubmissionHttpStatus": 200, "evidenceSubmittedUrlCount": 8, "targetSubmissionClockStartedAt": "2026-08-18T01:01:52Z", "protectedArtifactCountByteMatched": 13, "targetStatus": 200, "targetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "targetEtag": "48c61866fd62a44a570e85dbbfb18593", "textAlternateSha256": "4d5ba08c3aa8886506f039d419de727baf38add8e3f4604b245ff113e582a6fa", "textAlternateEtag": "b8508d98cdf6e6b2ce17870289c92ad2", "targetBytesUnchangedFromRevision863": true, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "delayFromOriginalTargetSubmissionLowerBoundSeconds": 1800, "genericLeaders": ["LoudScale", "theStacc", "Sona"], "canonicalDomainFilterResult": "Empty search results", "stableAliasDomainFilterResult": "Empty search results", "exactTitleSearchResult": "Target absent", "exactIdentifierAndHashSearchResult": "Target absent; exact unique strings were rewritten toward unrelated admitted passages.", "directOpenResult": "Custom-domain HTML, text and research URLs plus the stable-alias target all stopped as unsafe before fetch.", "matchedNativeOpenResult": "The admitted ShowUpWithAI homepage opened and exposed page lines, while an invented path on the same admitted host stopped as unsafe before fetch. The observed safety response therefore operates at URL or corpus admission granularity, not merely by hostname.", "quotedFirstRegistrationDate": "2026-08-16T01:15:22Z", "quotedFirstDomainAgeAtCheckpoint": "about 48 hours 17 minutes", "matchedAdmittedDomain": "showupwithai.com", "matchedAdmittedDomainRegistrationDate": "2026-04-01T12:29:33Z", "rdapInterpretation": "The target custom domain was only about two days old, whereas the admitted matched provider domain was about four and a half months old. This supports testing hostname age as a variable but does not establish a universal minimum age or a causal ranking rule.", "recentProductionRequestLogResult": "No static request rows returned for revision 864's 01:20:00Z through 01:32:30Z deployment query.", "interpretation": "Holding the exact buyer target byte-identical did not produce retrieval through a thirty-minute post-submission checkpoint, while changing queries continued to change admitted result neighborhoods. The unusually young custom domain is now a plausible delay variable. Revision 865 keeps the custom-domain target unchanged and gives the public stable Vercel alias its own self-canonical exact-intent representation and one-URL sitemap to test hostname admission directly; the shared robots response already allows all relevant crawlers." }, { "id": "stable-host-self-canonical-ten-minute-control-revision865-2026-08-18-0148", "observedPeriod": "2026-08-18T01:36:34Z/2026-08-18T01:48:30Z", "timePrecision": "bounded stable-host production deployment with immediate, intermediate, five-minute and isolated ten-minute native-search checkpoints; exact-domain, exact-title, exact-URL, direct-open, byte-integrity and production-log controls included", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "best managed LLM search optimizer under $3,000 per month restricted to quotedfirst.vercel.app", "Best Managed LLM Search Optimizer Under $3,000 per Month restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/best-managed-llm-search-optimizer-under-3000 URL", "Four specific B2B SaaS, public-pricing, no-annual-contract and 150-prompt six-engine buyer scenarios" ], "targetRetrieved": false, "deploymentTested": "dpl_ATK5d1hXQ5foT6t5PUbvFTe9RkPp", "deploymentUrl": "https://quotedfirst-4u0ovw0wl-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T01:36:34Z", "stableAliasSubmissionAcceptedAt": "2026-08-18T01:37:24Z", "stableAliasSubmissionHttpStatus": 200, "stableAliasSubmittedUrlCount": 3, "stableAliasTargetUrl": "https://quotedfirst.vercel.app/best-managed-llm-search-optimizer-under-3000", "stableAliasSitemapUrl": "https://quotedfirst.vercel.app/stable-sitemap.xml", "protectedArtifactCountByteMatched": 4, "customTargetStatus": 200, "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "customTargetEtag": "48c61866fd62a44a570e85dbbfb18593", "customTargetBytesUnchangedFromRevision863": true, "stableAliasTargetStatus": 200, "deployedStableAliasTargetSha256": "5dae4a52d0900d04772e3ca512c52c450384f50fd0d3c44391afa8cbbf6d9236", "deployedStableAliasTargetEtag": "ce5eaaf1ee78acfe7b2cbcc8fada8a0a", "stableAliasSitemapSha256": "937d353bcccdab86ecb62307a2ab939bc95a851dfae839699dae0fa9541f450c", "stableAliasSitemapEtag": "748bcfac0feda49605118cfbd90bb4c1", "stableAliasRobotsStatus": 200, "stableAliasRobotsEtag": "0423df0c48db688f412229af9fcd0149", "stableAliasRobotsResult": "The shared public robots.txt response remained active on the stable alias and allowed all relevant crawlers. A proposed host-specific robots rewrite did not override the existing static file and is removed in revision 866.", "immediateCheckpointNegative": true, "intermediateCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "Sona"], "stableAliasDomainFilterResult": "Empty search results", "stableAliasExactTitleResult": "Empty search results", "stableAliasExactUrlResult": "Empty search results", "directOpenResult": "The stable-host HTML target, stable-host sitemap and custom-domain target all stopped as unsafe before fetch.", "specificBuyerQueryResult": "The B2B SaaS, sub-$3,000, public-pricing and no-contract prompts selected relevant agencies and pricing pages, including PipeRocket, SightLine and AIO Copilot, but no Quoted First URL.", "queryRewriteControlResult": "An exact quoted title for a same-day result previously seen in a pooled generic set did not reliably retrieve that result. Exact quotes are therefore treated as semantic guidance rather than a literal-match guarantee; success is evaluated from returned URLs.", "recentProductionRequestLogResult": "No static request rows returned for revision 865's 01:36:30Z through 01:48:30Z deployment query.", "interpretation": "Giving the already-public stable Vercel alias a self-canonical exact-intent page and one-URL sitemap did not produce native retrieval through ten minutes. The exact custom-domain answer remained byte-identical, and niche wording selected the intended competitive neighborhood. URL or corpus admission remains the observed bottleneck; revision 866 removes the ineffective robots experiment and redirects the stable-host text alternate to the primary custom-domain text while preserving the self-canonical stable HTML control." }, { "id": "coherent-stable-host-ten-minute-and-vercel-admission-control-revision866-2026-08-18-0205", "observedPeriod": "2026-08-18T01:53:44Z/2026-08-18T02:05:15Z", "timePrecision": "bounded production deployment with anonymous and protected byte verification, a coherent two-URL stable-host submission, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, direct-open, admitted-Vercel-host and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "best managed LLM search optimizer under $3,000 per month restricted to quotedfirst.vercel.app", "Best Managed LLM Search Optimizer Under $3,000 per Month restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/best-managed-llm-search-optimizer-under-3000 URL", "site:vercel.app LLM search optimization admitted-host control" ], "targetRetrieved": false, "deploymentTested": "dpl_Ema5hufbSpg9Fa1oFANvyRPz25nz", "deploymentUrl": "https://quotedfirst-g0yy9ft4k-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T01:53:47Z", "stableAliasSubmissionAcceptedAt": "2026-08-18T01:54:37Z", "stableAliasSubmissionHttpStatus": 200, "stableAliasSubmittedUrlCount": 2, "protectedArtifactCountByteMatched": 5, "anonymousEndpointCountVerified": 4, "customTargetStatus": 200, "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "customTargetEtag": "48c61866fd62a44a570e85dbbfb18593", "customTargetBytesUnchangedFromRevision863": true, "stableAliasTargetStatus": 200, "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableAliasTargetEtag": "c184ea1995d30ea136f562abddea076e", "stableAliasSitemapSha256": "1c7a07a63b024286adbca0e478b561eacc6b85a012a52c12ed1f25d6ede14011", "stableAliasSitemapEtag": "01dca21f7ad2f184596a5e2b53268ab5", "stableAliasTextRedirectStatus": 308, "stableAliasTextRedirectLocation": "https://quotedfirst.com/best-managed-llm-search-optimizer-under-3000.txt", "stableAliasRobotsStatus": 200, "stableAliasRobotsResult": "The shared production robots response allowed all relevant crawlers and matched local bytes.", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "Sona"], "stableAliasDomainFilterResult": "Empty search results at every isolated checkpoint", "stableAliasExactTitleResult": "Empty search results at every isolated checkpoint", "stableAliasExactUrlResult": "Empty search results at every isolated checkpoint", "directOpenResult": "At the five-minute checkpoint, the stable HTML, stable sitemap and custom HTML all stopped as unsafe before fetch.", "admittedVercelHostControlResult": "An isolated site:vercel.app topical query returned Firecrawl, pointofsale-pos and other public Vercel-host pages. Visible crawl labels were about two weeks or one month old; no same-day Quoted First URL appeared.", "recentProductionRequestLogResult": "No static request rows returned for revision 866's 01:53:40Z through 02:05:15Z deployment query.", "interpretation": "The corrected stable-host representation remained outside the native eligible corpus through ten minutes even though Vercel-host controls were admitted. Hosting on Vercel is therefore eligible but not an instant-ingestion shortcut. Revision 867 keeps both answer bodies frozen and adds ordinary crawlable discovery: the shared robots response advertises the stable sitemap, the canonical research page links the stable target, and both LLM summaries name the stable target and sitemap." }, { "id": "ordinary-crawl-link-ten-minute-and-native-mechanics-controls-revision867-2026-08-18-0220", "observedPeriod": "2026-08-18T02:08:42Z/2026-08-18T02:20:03Z", "timePrecision": "bounded production deployment with protected and anonymous byte verification, canonical and stable-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, direct-open, specific-query, recency, crawl-age and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "best managed LLM search optimizer under $3,000 per month restricted to quotedfirst.com and quotedfirst.vercel.app in separate calls", "Best Managed LLM Search Optimizer Under $3,000 (2026) | Quoted First restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/best-managed-llm-search-optimizer-under-3000 URL", "Which month-to-month LLM search optimization agency costs $2,900 and tracks 150 prompts across six AI engines?", "Quoted First LLM search optimization", "Quoted First ChatGPT web-search visibility observations", "900 scheduled prompt-engine checks", "site:vercel.app August 18, 2026 LLM", "LLM search optimization with a one-day recency preference" ], "targetRetrieved": false, "deploymentTested": "dpl_DJE3p4K9MjJ2jnyKN451nBJ95Lxd", "deploymentUrl": "https://quotedfirst-g6psexulk-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T02:08:42Z", "canonicalSubmissionAcceptedAt": "2026-08-18T02:09:24Z", "canonicalSubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 11, "stableAliasSubmissionAcceptedAt": "2026-08-18T02:09:24Z", "stableAliasSubmissionHttpStatus": 200, "stableAliasSubmittedUrlCount": 2, "protectedArtifactCountByteMatched": 8, "anonymousEndpointCountVerified": 4, "customTargetStatus": 200, "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "customTargetEtag": "48c61866fd62a44a570e85dbbfb18593", "customTargetBytesUnchangedFromRevision863": true, "stableAliasTargetStatus": 200, "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableAliasTargetEtag": "c184ea1995d30ea136f562abddea076e", "stableAliasTargetBytesUnchangedFromRevision866": true, "stableAliasSitemapSha256": "1c7a07a63b024286adbca0e478b561eacc6b85a012a52c12ed1f25d6ede14011", "stableAliasSitemapEtag": "01dca21f7ad2f184596a5e2b53268ab5", "stableAliasRobotsEtag": "8dce0fd1af53180a47e3d7587e6fe104", "researchPageEtag": "db8dc621aa02bc5faf62316dafc0dd6c", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "Sona"], "stableAliasDomainFilterResult": "Empty search results at every isolated checkpoint", "stableAliasExactTitleResult": "Empty search results at every isolated checkpoint", "stableAliasExactUrlResult": "Unrelated admitted pages rather than the supplied Quoted First URL at every isolated checkpoint", "customDomainFilterResult": "Empty search results in an isolated pre-ten-minute control", "directOpenResult": "At the five-minute checkpoint, the stable HTML, stable sitemap and custom HTML all stopped as unsafe before fetch.", "specificBuyerQueryResult": "The $2,900, month-to-month, 150-prompt, six-engine question selected relevant agencies and prompt trackers but no Quoted First URL.", "exactPhraseBehavior": "Exact quoted brand, dataset and 900-check phrases were treated as semantic guidance and returned admitted topical or lexical neighbors rather than literal Quoted First matches.", "recencyControlResult": "A one-day recency preference still returned older admitted pages; recency operated as a preference rather than a strict freshness filter in this call.", "crawlAgeControlResult": "The native tool labeled an established Search Engine Land page as crawled today, while topical Vercel-host controls visible in separate calls were labeled about two to three weeks old. Fast refresh exists but is not uniform across hosts.", "recentProductionRequestLogResult": "No static request rows returned for revision 867's 02:08:35Z through 02:19:44Z deployment query.", "interpretation": "Ordinary HTML, robots, sitemap and LLM-summary links did not cause same-session corpus admission through ten minutes. The target passage already names Quoted First first, answers directly, matches the query language and includes numeric facts; search-side URL admission remains the observed limiting step. Revision 868 keeps both answer bodies and the stable sitemap byte-identical while exposing the stable answer and stable sitemap in HTTP Link headers on the homepage and public experiment page." }, { "id": "http-link-header-ten-minute-and-domain-filter-control-revision868-2026-08-18-0237", "observedPeriod": "2026-08-18T02:24:53Z/2026-08-18T02:37:03Z", "timePrecision": "bounded production deployment with protected and anonymous byte verification, a canonical discovery submission, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, matched-domain, direct-open and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "best managed LLM search optimizer under $3,000 per month restricted to quotedfirst.vercel.app", "Best Managed LLM Search Optimizer Under $3,000 (2026) | Quoted First restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/best-managed-llm-search-optimizer-under-3000 URL", "Which month-to-month LLM search optimization agency costs $2,900 and tracks 150 prompts across six AI engines?", "Matched two-domain filter allowing quotedfirst.vercel.app and an already admitted Mainsail domain" ], "targetRetrieved": false, "deploymentTested": "dpl_3rV48JyqsRSVWzKDWQAZKxBu75X8", "deploymentUrl": "https://quotedfirst-9lnnn4o7y-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T02:24:53Z", "canonicalSubmissionAcceptedAt": "2026-08-18T02:26:13Z", "canonicalSubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 9, "protectedArtifactCountByteMatched": 9, "anonymousEndpointCountVerified": 4, "customTargetStatus": 200, "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "customTargetEtag": "48c61866fd62a44a570e85dbbfb18593", "customTargetBytesUnchangedFromRevision863": true, "stableAliasTargetStatus": 200, "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableAliasTargetEtag": "c184ea1995d30ea136f562abddea076e", "stableAliasTargetBytesUnchangedFromRevision866": true, "stableAliasSitemapSha256": "1c7a07a63b024286adbca0e478b561eacc6b85a012a52c12ed1f25d6ede14011", "stableAliasSitemapEtag": "01dca21f7ad2f184596a5e2b53268ab5", "homepageEtag": "40f579eba5da02b9abd8f2d40a0b4274", "researchPageEtag": "5c41495c70ca4cc45623a4f7692e2b56", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "stableAliasDomainFilterResult": "Empty search results at every isolated checkpoint", "stableAliasExactTitleResult": "Empty search results at every isolated checkpoint", "stableAliasExactUrlResult": "Unrelated admitted pages rather than the supplied Quoted First URL at every isolated checkpoint", "customDomainFilterResult": "Empty search results in an isolated immediate control", "directOpenResult": "At the five-minute checkpoint, the stable HTML, stable sitemap and custom HTML all stopped as unsafe before fetch.", "specificBuyerQueryResult": "The $2,900, month-to-month, 150-prompt, six-engine question selected the intended competitive neighborhood but no Quoted First URL.", "matchedDomainFilterResult": "A two-domain filter returned pages from the already admitted Mainsail domain while returning no Quoted First URL, confirming that the filter operated while the stable target remained outside the eligible corpus.", "recentProductionRequestLogResult": "No static request rows returned for revision 868's 02:24:45Z through 02:36:40Z deployment query.", "interpretation": "Adding the stable answer and its one-URL sitemap to HTTP Link headers on two public canonical pages did not cause native corpus admission through ten minutes. The result pool itself changed in lower positions and the matched-domain control worked, so the negative result was not treated as a frozen-search artifact. Revision 869 keeps the exact answer bodies and stable sitemap frozen while adding the stable answer and sitemap to the homepage HTML head and adding the stable answer to the robots response Link header." }, { "id": "html-head-robots-link-ten-minute-and-stable-root-control-revision869-2026-08-18-0252", "observedPeriod": "2026-08-18T02:39:16Z/2026-08-18T02:52:34Z", "timePrecision": "bounded production deployment with protected and anonymous byte verification, a canonical discovery submission, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, stable-root, direct-open, entity-rewrite and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "best managed LLM search optimizer under $3,000 per month restricted to quotedfirst.vercel.app", "Best Managed LLM Search Optimizer Under $3,000 (2026) | Quoted First restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/best-managed-llm-search-optimizer-under-3000 URL", "Exact https://quotedfirst.vercel.app/ root URL", "Quoted First managed LLM search optimization restricted to quotedfirst.vercel.app", "Which managed LLM search optimization service costs $2,900 month-to-month and monitors 150 prompts across six AI engines?", "Quoted First managed LLM search optimization New York" ], "targetRetrieved": false, "deploymentTested": "dpl_ECaq7XJ6RwgmqEQtVLZV7X9yUuZg", "deploymentUrl": "https://quotedfirst-reccq7ccy-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T02:39:48Z", "canonicalSubmissionAcceptedAt": "2026-08-18T02:41:44Z", "canonicalSubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 10, "protectedArtifactCountByteMatched": 9, "anonymousEndpointCountVerified": 4, "customTargetStatus": 200, "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "customTargetEtag": "48c61866fd62a44a570e85dbbfb18593", "customTargetBytesUnchangedFromRevision863": true, "stableAliasTargetStatus": 200, "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableAliasTargetEtag": "c184ea1995d30ea136f562abddea076e", "stableAliasTargetBytesUnchangedFromRevision866": true, "stableAliasSitemapSha256": "1c7a07a63b024286adbca0e478b561eacc6b85a012a52c12ed1f25d6ede14011", "stableAliasSitemapEtag": "01dca21f7ad2f184596a5e2b53268ab5", "stableAliasRootSha256": "2039115c09f421310aee4e657f0b26099ed0c9d1c2b4357684d540b0b147d2ec", "stableAliasRootEtag": "a18d5c057bc3ca1de3add6b895803ac2", "stableAliasRootCanonicalBeforeRevision870": "https://quotedfirst.com/", "homepageEtag": "a18d5c057bc3ca1de3add6b895803ac2", "researchPageEtag": "52f7258d44ab3e5b671320871a5f5662", "robotsEtag": "8dce0fd1af53180a47e3d7587e6fe104", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "stableAliasDomainFilterResult": "Empty search results at every isolated checkpoint", "stableAliasExactTitleResult": "Empty search results at every isolated checkpoint", "stableAliasExactTargetUrlResult": "Unrelated admitted pages rather than the supplied Quoted First URL at every isolated checkpoint", "stableAliasRootBrandDomainFilterResult": "Empty search results in an isolated pre-ten-minute control", "stableAliasRootExactUrlResult": "Older Vercel quote applications and QuoteFirst.ai were returned instead of the supplied Quoted First stable-root URL.", "specificBuyerQueryResult": "The $2,900, month-to-month, 150-prompt, six-engine question selected pricing and monitoring vendors such as Gander, Attensira and Ranksmith but no Quoted First URL.", "entityRewriteResult": "An exact quoted brand plus service and New York query returned admitted New York agencies and lexical phrase matches rather than Quoted First; the exact stable-root URL likewise mapped to QuoteFirst.ai and quote applications.", "directOpenResult": "At the five-minute checkpoint, the stable HTML, stable sitemap and custom HTML all stopped as unsafe before fetch.", "recentProductionRequestLogResult": "No static request rows returned for revision 869's 02:39:10Z through 02:52:15Z deployment query.", "interpretation": "Adding the stable answer and sitemap to ordinary homepage head links and the stable answer to the robots response Link header did not produce native corpus admission through ten minutes. The stable hostname root still served the custom-domain homepage and canonically pointed away from itself, while exact root searches rewrote toward older quote-related entities. Revision 870 therefore keeps both exact answer bodies and the one-URL stable sitemap frozen while attempting to give quotedfirst.vercel.app a unique, self-canonical, answer-first root page that explicitly disambiguates Quoted First from QuoteFirst.ai and visibly links to the target." }, { "id": "stable-root-routing-diagnostic-revision870-2026-08-18-0259", "observedPeriod": "2026-08-18T02:56:11Z/2026-08-18T02:59:22Z", "timePrecision": "bounded production deployment and alias-routing diagnosis before any native-search clock", "surface": "Vercel production routing and official Vercel configuration documentation", "queriesTested": [ "Host-specific root rewrite on quotedfirst.vercel.app versus the existing static index.html filesystem route" ], "targetRetrieved": false, "deploymentTested": "dpl_XBuzozyKqBq3Dpzw7zvyf3Xg3p5W", "deploymentUrl": "https://quotedfirst-nk0mm35gr-agcobras-projects.vercel.app", "deploymentReady": true, "productionAliasesVerified": 4, "expectedStableRootSha256": "cc642630278979d22b4d462d98412f1a5180c972f5a38bf130b181a52ab86221", "observedStableRootSha256": "2039115c09f421310aee4e657f0b26099ed0c9d1c2b4357684d540b0b147d2ec", "observedStableRootEtag": "a18d5c057bc3ca1de3add6b895803ac2", "rootRoutingMatchedIntent": false, "exactTargetBodiesAndStableSitemapUnchanged": true, "runtimeLogResult": "No logs found; static delivery produced no runtime error signal.", "rootCause": "The root resolved to the existing static index.html file before the high-level rewrite was applied. Vercel's configuration documentation explicitly warns that filesystem precedence applies when a rewrite source is a file.", "interpretation": "Revision 870 was not counted as a valid hostname-delay experiment. Revision 871 relocates the custom homepage without changing its bytes and adds an explicit default root rewrite, allowing the stable-host root rule to run." }, { "id": "self-canonical-stable-root-ten-minute-delay-revision871-2026-08-18-0311", "observedPeriod": "2026-08-18T02:59:22Z/2026-08-18T03:11:48Z", "timePrecision": "bounded production deployment with protected and anonymous byte verification, separate canonical-host and stable-host discovery submissions, isolated immediate, two-minute, five-minute and dual ten-minute native-search checkpoints, exact-phrase, recency, matched-domain, direct-open and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "best managed LLM search optimizer under $3,000 month-to-month restricted to quotedfirst.vercel.app", "Best Managed LLM Search Optimizer Under $3,000 (2026) | Quoted First restricted to quotedfirst.vercel.app", "Quoted First (quotedfirst.com) | Managed LLM Search Optimization restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/best-managed-llm-search-optimizer-under-3000 URL", "Exact https://quotedfirst.vercel.app/ root URL", "Which managed LLM search optimization service costs $2,900 month-to-month and monitors 150 prompts across ChatGPT, Perplexity, Gemini, Claude, Copilot, and Google AI?", "Exact Quoted First stable-root phrase", "Exact 900 scheduled weekly prompt-engine checks phrase", "Exact admitted Slate sentence control", "One-day recency preference control", "Matched filter allowing quotedfirst.vercel.app and attensira.com" ], "targetRetrieved": false, "deploymentTested": "dpl_GMRVVRne8QeQYa7rG8p2AHhL7nrf", "deploymentUrl": "https://quotedfirst-2nm6xh3gj-agcobras-projects.vercel.app", "productionArtifactLastModified": "2026-08-18T02:59:45Z", "canonicalSubmissionAcceptedAt": "2026-08-18T03:01:15Z", "canonicalSubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 1, "stableSubmissionAcceptedAt": "2026-08-18T03:01:15Z", "stableSubmissionHttpStatus": 200, "stableSubmittedUrlCount": 3, "protectedArtifactCountByteMatched": 9, "anonymousEndpointCountVerified": 5, "customRootSha256": "2039115c09f421310aee4e657f0b26099ed0c9d1c2b4357684d540b0b147d2ec", "customRootEtag": "a18d5c057bc3ca1de3add6b895803ac2", "stableRootSha256": "cc642630278979d22b4d462d98412f1a5180c972f5a38bf130b181a52ab86221", "stableRootEtag": "c7a1589ce78c2b433668a8848897c1d0", "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "customTargetEtag": "48c61866fd62a44a570e85dbbfb18593", "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableAliasTargetEtag": "c184ea1995d30ea136f562abddea076e", "stableAliasSitemapSha256": "1c7a07a63b024286adbca0e478b561eacc6b85a012a52c12ed1f25d6ede14011", "stableAliasSitemapEtag": "01dca21f7ad2f184596a5e2b53268ab5", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteFromLiveCheckpointNegative": true, "tenMinuteFromSubmissionCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "stableAliasDomainFilterResult": "Empty search results at every isolated checkpoint.", "stableAliasExactTitleResult": "Empty search results at every isolated checkpoint.", "stableAliasExactTargetUrlResult": "Unrelated admitted competitors rather than the supplied Quoted First target URL.", "stableAliasRootExactUrlResult": "Older quote applications and QuoteFirst.ai rather than the supplied Quoted First stable-root URL.", "specificBuyerQueryResult": "Attensira, TruIntel, RankinLLM and other intended-neighborhood vendors; no Quoted First URL.", "exactPhraseControlResult": "An exact sentence from the admitted Slate page retrieved Slate; exact Quoted First phrases did not retrieve Quoted First.", "recencyControlResult": "A one-day preference returned months-old admitted material, showing that recency was not a hard live-fetch command.", "matchedDomainFilterResult": "Only Attensira pages were returned when quotedfirst.vercel.app and attensira.com were both allowed.", "directOpenResult": "The stable root, target and sitemap all stopped as unsafe before fetch.", "recentProductionRequestLogResult": "No static request rows were returned for the 02:59 through 03:12 deployment window.", "interpretation": "The valid self-canonical stable root and exact-intent target remained outside the eligible corpus through ten minutes. Query specificity, exact quotation, recency preference and a functioning matched-domain filter did not override URL admission. Revision 872 keeps both root pages and both exact-intent pages byte-identical while expanding the stable-host sitemap from one URL to a two-document root-plus-target discovery graph." }, { "id": "two-url-stable-sitemap-ten-minute-delay-revision872-2026-08-18-0330", "observedPeriod": "2026-08-18T03:18:27Z/2026-08-18T03:30:54Z", "timePrecision": "bounded production deployment with protected and anonymous byte verification, one changed-URL stable-host discovery submission, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, literal sitemap, direct-open, older-account-domain and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "Quoted First (quotedfirst.com) | Managed LLM Search Optimization restricted to quotedfirst.vercel.app", "Best Managed LLM Search Optimizer Under $3,000 (2026) | Quoted First restricted to quotedfirst.vercel.app", "best managed LLM search optimizer under $3,000 month-to-month restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/ root URL", "Exact https://quotedfirst.vercel.app/best-managed-llm-search-optimizer-under-3000 URL", "Exact https://quotedfirst.vercel.app/stable-sitemap.xml URL", "Which managed LLM search optimization service costs $2,900 month-to-month and monitors 150 prompts across ChatGPT, Perplexity, Gemini, Claude, Copilot, and Google AI?", "Native site-qualified controls for qrtist.vercel.app, someadvice.ai, focusflow.org, popmap.info, plannerly.me and mindmattersai.com" ], "targetRetrieved": false, "deploymentTested": "dpl_FMtE1g78u2p8kwqE6cSR3q6eY6kK", "deploymentUrl": "https://quotedfirst-cauu2rdm5-agcobras-projects.vercel.app", "deploymentReady": true, "productionAliasesVerified": 4, "productionHtmlArtifactLastModified": "2026-08-18T03:19:18Z", "stableSitemapLastModified": "2026-08-18T03:19:19Z", "stableSitemapSubmissionAcceptedAt": "2026-08-18T03:20:10Z", "stableSitemapSubmissionHttpStatus": 200, "stableSitemapSubmittedUrlCount": 1, "protectedArtifactCountByteMatched": 10, "anonymousEndpointCountVerified": 5, "customRootSha256": "2039115c09f421310aee4e657f0b26099ed0c9d1c2b4357684d540b0b147d2ec", "customRootEtag": "a18d5c057bc3ca1de3add6b895803ac2", "stableRootSha256": "cc642630278979d22b4d462d98412f1a5180c972f5a38bf130b181a52ab86221", "stableRootEtag": "c7a1589ce78c2b433668a8848897c1d0", "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "customTargetEtag": "48c61866fd62a44a570e85dbbfb18593", "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableAliasTargetEtag": "c184ea1995d30ea136f562abddea076e", "stableAliasSitemapSha256": "2071afe0ab8cef74c67063cbe4748404a948cc8cdd75b493592fa24d6eb07a36", "stableAliasSitemapEtag": "219cf69c8cbb02e883aca046579916c7", "stableAliasSitemapUrlCount": 2, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "stableAliasDomainFilterResult": "Empty search results at every isolated checkpoint.", "stableAliasExactTitleResult": "Empty search results at every isolated checkpoint.", "stableAliasRootExactUrlResult": "Older quote applications and QuoteFirst.ai rather than the supplied Quoted First stable-root URL.", "stableAliasTargetExactUrlResult": "Unrelated admitted optimizer pages rather than the supplied Quoted First target URL.", "stableAliasSitemapExactUrlResult": "General Vercel and sitemap guidance rather than the supplied Quoted First sitemap URL.", "specificBuyerQueryResult": "Attensira, TruIntel, RankinLLM and other intended-neighborhood vendors; no Quoted First URL.", "directOpenResult": "The stable root, target and sitemap all stopped as unsafe before fetch.", "olderAccountDomainControl": { "projectAgesObservedDays": [711, 958, 862], "domainsTested": ["qrtist.vercel.app", "someadvice.ai", "focusflow.org", "popmap.info", "plannerly.me", "mindmattersai.com"], "result": "Every isolated site-qualified query was empty.", "interpretation": "Vercel project age alone was not sufficient for native admission among the owner's low-visibility controls; this does not isolate every domain-age, authority or distribution variable." }, "recentProductionRequestLogResult": "No static request rows were returned for the 03:18:20 through 03:31:00 deployment window.", "experimentalQualification": "The four answer and homepage bodies stayed frozen and the stable sitemap expanded to two URLs. The synchronized public evidence page also changed to record revision 871 and visibly referenced the stable root, so revision 872 is a combined sitemap-plus-evidence-link discovery intervention rather than a sitemap-only causal test.", "interpretation": "The two-document stable-host discovery graph did not produce native corpus admission through ten minutes. Revision 873 freezes the stable-root body, both exact-intent bodies and the two-URL sitemap while changing the custom homepage and supporting discovery artifacts to expose the stable root consistently through ordinary homepage, research, LLM-summary and HTTP relationship links." }, { "id": "cross-surface-stable-root-links-ten-minute-delay-revision873-2026-08-18-0348", "observedPeriod": "2026-08-18T03:36:49Z/2026-08-18T03:48:34Z", "timePrecision": "bounded production deployment with protected and anonymous byte verification, an eleven-URL canonical-host discovery submission, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, matched admitted-Vercel controls, direct-open and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "Quoted First (quotedfirst.com) | Managed LLM Search Optimization restricted to quotedfirst.vercel.app", "Best Managed LLM Search Optimizer Under $3,000 (2026) | Quoted First restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/ root URL", "Exact https://quotedfirst.vercel.app/best-managed-llm-search-optimizer-under-3000 URL", "Which month-to-month managed LLM search optimizer costs $2,900 and tracks 150 prompts weekly across six AI engines?", "Quoted First managed LLM search optimizer $2,900 150 prompts", "Quoted First third-party entity searches outside quotedfirst.com and vercel.app", "Matched exact-title and direct-open controls on promptlab-six-phi.vercel.app plus topical vercel.app domain controls" ], "targetRetrieved": false, "deploymentTested": "dpl_DFAwXB1gz2noRRqQrnEwDzvWGpFv", "deploymentUrl": "https://quotedfirst-17s9v5jxc-agcobras-projects.vercel.app", "deploymentReady": true, "productionAliasesVerified": 4, "productionArtifactsVerifiedAt": "2026-08-18T03:37:16Z", "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T03:37:50Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 11, "protectedArtifactCountByteMatched": 10, "anonymousEndpointCountVerified": 5, "customRootSha256": "2869cccf92855019061baf3d9aef698630ed6c537b7edeb8b5c1e664f754ca0c", "customRootEtag": "b794e5f71692c3dcaf4e1e8edcbad89f", "stableRootSha256": "cc642630278979d22b4d462d98412f1a5180c972f5a38bf130b181a52ab86221", "stableRootEtag": "c7a1589ce78c2b433668a8848897c1d0", "stableRootBytesUnchangedFromRevision871": true, "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "customTargetEtag": "48c61866fd62a44a570e85dbbfb18593", "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableAliasTargetEtag": "c184ea1995d30ea136f562abddea076e", "stableAliasSitemapSha256": "2071afe0ab8cef74c67063cbe4748404a948cc8cdd75b493592fa24d6eb07a36", "stableAliasSitemapEtag": "219cf69c8cbb02e883aca046579916c7", "stableAliasSitemapUrlCount": 2, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "stableAliasDomainFilterResult": "Empty search results at every isolated checkpoint.", "stableAliasExactTitleResult": "Both the stable-root and exact-intent title filters returned empty results at every isolated checkpoint.", "stableAliasRootExactUrlResult": "Older quote applications and QuoteFirst.ai rather than the supplied Quoted First stable-root URL.", "stableAliasTargetExactUrlResult": "The literal target URL and an exact brand, price and prompt-count query returned no results at the ten-minute checkpoint.", "specificBuyerQueryResult": "The intended price-and-prompt neighborhood remained responsive and included LLM Pulse, Attensira, TruIntel and RankinLLM across checkpoints, but no Quoted First URL.", "directOpenResult": "At five minutes, the stable root, stable target and stable sitemap each returned an internal error before any target fetch.", "thirdPartyEntityControl": "No existing LinkedIn company page or other third-party page uniquely associating Quoted First with LLM search optimization was returned; lexical uses of the words quoted first dominated.", "matchedVercelControl": "An exact-title query restricted to promptlab-six-phi.vercel.app returned the admitted AI Work Studio page and its supplied URL opened successfully. A broader vercel.app filter also returned multiple pages. The search result labeled the control crawled two weeks earlier while the direct-open cache labeled it crawled four days earlier, showing that displayed crawl age can differ across retrieval layers.", "recentProductionRequestLogResult": "No static request rows were returned for revision 873's 03:36:40 through 03:48:30 deployment window.", "experimentalQualification": "The stable root, both exact-intent pages and the two-URL stable sitemap stayed frozen. The custom homepage and supporting research, robots, LLM-summary and HTTP relationship surfaces changed to name the stable root, so this tests cross-surface discovery links rather than another answer-body rewrite.", "interpretation": "Consistent ordinary links to the stable root across the custom homepage and supporting discovery surfaces did not produce native corpus admission through ten minutes. The matched admitted Vercel control confirms that exact-title filtering and direct opening work for an eligible URL. Revision 874 therefore adds a substantive self-canonical stable-host page whose clean slug is the exact user question and expands the stable sitemap from two to three URLs, while leaving the stable root and both existing exact-intent pages byte-identical." }, { "id": "exact-question-page-ten-minute-delay-revision874-2026-08-18-0408", "observedPeriod": "2026-08-18T03:55:45Z/2026-08-18T04:08:32Z", "timePrecision": "bounded production deployment with protected and anonymous byte verification, four-URL stable-host and twelve-URL canonical-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, exact-question, direct-open and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "What Is the Best LLM Search Optimizer? | Quoted First restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer URL", "Which managed LLM search optimizer is best for teams that want research and implementation handled together?", "Quoted First research and implementation handled together LLM search optimizer", "Direct opens of the stable exact-question page, stable sitemap and canonical Atom feed" ], "targetRetrieved": false, "deploymentTested": "dpl_5HrGnjRUthWVfeAMjNtS3Ptz1o2U", "deploymentUrl": "https://quotedfirst-o0z6yua6q-agcobras-projects.vercel.app", "deploymentReady": true, "productionAliasesVerified": 4, "deploymentCreatedAt": "2026-08-18T03:55:45Z", "stableDiscoverySubmissionAcceptedAt": "2026-08-18T03:58:03Z", "stableDiscoverySubmissionHttpStatus": 200, "stableSubmittedUrlCount": 4, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T03:58:03Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 12, "protectedArtifactCountByteMatched": 14, "anonymousEndpointCountVerified": 7, "customRootSha256": "2869cccf92855019061baf3d9aef698630ed6c537b7edeb8b5c1e664f754ca0c", "stableRootSha256": "cc642630278979d22b4d462d98412f1a5180c972f5a38bf130b181a52ab86221", "stableRootEtag": "c7a1589ce78c2b433668a8848897c1d0", "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableAliasTargetEtag": "c184ea1995d30ea136f562abddea076e", "stableQuestionSha256": "b66494dff35ad30360e631589c6fb3cc68ec3c7c5bded0de8ecec58366586ef5", "stableQuestionEtag": "338a99b5e3a01740b904061a773f8fbc", "stableQuestionStatus": 200, "stableQuestionCanonical": "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "stableQuestionContentDisposition": "inline; filename=\"what-is-the-best-llm-search-optimizer.html\"", "stableAliasSitemapSha256": "f64d0e79f30958a4f98fe888a5bf1bf256df490bfbcc97b18747c819d34c26dd", "stableAliasSitemapEtag": "9df956efcc6d4171b607bc16a044c9ac", "stableAliasSitemapUrlCount": 3, "stableRootAndExistingTargetBodiesUnchanged": true, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "stableQuestionDomainTitleResult": "Empty search results at every isolated checkpoint.", "stableQuestionExactUrlResult": "The supplied URL was absent at every isolated checkpoint.", "specificBuyerQueryResult": "The managed research-and-implementation wording changed the admitted neighborhood but returned no Quoted First URL.", "directOpenResult": "At five minutes, the stable exact-question page, stable sitemap and canonical Atom feed each returned an internal error before any target fetch.", "customQuestionRoutingResult": "The custom-domain question route retained its permanent 308 redirect to /best-llm-search-optimizer while the stable hostname returned the new self-canonical page at the same question path.", "recentProductionRequestLogResult": "No static request rows were returned for revision 874's 03:55:40 through 04:08:30 deployment window.", "interpretation": "A substantive page whose self-canonical stable-host slug exactly matched the user question, plus a three-document sitemap and feed exposure, did not produce native corpus admission through ten minutes. Revision 875 keeps the exact-question URL but expands it into a 10-option comparison matching the dominant admitted result shape, adds an ItemList and ten provider sections, publishes a self-hosted stable Atom feed, and keeps the stable root plus both older exact-intent pages byte-identical." }, { "id": "comparison-shape-and-stable-feed-ten-minute-delay-revision875-2026-08-18-0427", "observedPeriod": "2026-08-18T04:14:29Z/2026-08-18T04:27:35Z", "timePrecision": "bounded production deployment with sixteen protected byte checks, eight anonymous endpoint controls, five-URL stable-host and twelve-URL canonical-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, explicit domain-filter positive control, recency, exact-passage, direct-open and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "Best LLM Search Optimizers (2026): 10 Compared | Quoted First restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer URL", "Which managed LLM search optimizer is best for teams that want research and implementation handled together?", "Which LLM search optimization service costs $2,900 month-to-month and tracks 150 prompts weekly across six AI engines?", "Exact phrases research and implementation handled together plus six AI engines", "One-day recency preference for LLM search optimization tools and services", "AI Work Studio exact title restricted to promptlab-six-phi.vercel.app", "Direct opens of the stable comparison, stable feed, stable sitemap and canonical Atom feed" ], "targetRetrieved": false, "deploymentTested": "dpl_C63UQCasgFqPvDJsWKacL7w8rZtR", "deploymentUrl": "https://quotedfirst-8ffu1ahpw-agcobras-projects.vercel.app", "deploymentReady": true, "productionAliasesVerified": 4, "deploymentCreatedAt": "2026-08-18T04:14:29Z", "stableDiscoverySubmissionAcceptedAt": "2026-08-18T04:16:53Z", "stableDiscoverySubmissionHttpStatus": 200, "stableSubmittedUrlCount": 5, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T04:16:53Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 12, "protectedArtifactCountByteMatched": 16, "anonymousEndpointCountVerified": 8, "customRootSha256": "2869cccf92855019061baf3d9aef698630ed6c537b7edeb8b5c1e664f754ca0c", "stableRootSha256": "cc642630278979d22b4d462d98412f1a5180c972f5a38bf130b181a52ab86221", "customTargetSha256": "4cae5f7191b8dceda0eed457fa674ad548d2d15006c6b3e1f9322d0a57312cee", "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableQuestionSha256": "c9b5b0a633827e21f60752cfee0b01666eb2015f7d56adb51c501041e05d767a", "stableQuestionEtag": "ea0d5f658e235cae42a9c36aaf8a35bf", "stableQuestionStatus": 200, "stableQuestionCanonical": "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "stableFeedSha256": "c9288e383bd4c3da59f9665a8f7ae285a9e216aa6905d25be981fce9a78bd249", "stableFeedEtag": "d2951e3dfd6634b062f7d833e5177283", "stableFeedEntryCount": 3, "stableAliasSitemapSha256": "832ec3a3eb2b2f7301175a7401309ab142cb614cb6d1ae413acfe230da01337f", "stableAliasSitemapEtag": "654c6d72cc675347ba6aad584c9b0ca4", "stableAliasSitemapUrlCount": 3, "stableRootAndOlderTargetBodiesUnchanged": true, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "stableHostDomainFilterResult": "Empty search results throughout the isolated checkpoints, including when the explicit domains parameter restricted eligibility to quotedfirst.vercel.app.", "matchedDomainFilterControl": "The same explicit domain-filter mechanism returned the admitted AI Work Studio page from promptlab-six-phi.vercel.app, labeled as crawled two weeks earlier.", "stableQuestionExactUrlResult": "The supplied stable question URL was absent; the search layer relaxed the literal URL into topical results from already admitted hosts.", "specificBuyerQueryResult": "Managed research-and-implementation wording drifted toward managed agents and enterprise search. The more distinctive $2,900, 150-prompt and six-engine wording selected LLM Pulse and other admitted monitoring tools while omitting Quoted First.", "exactPassageResult": "The exact phrases research and implementation handled together plus six AI engines returned unrelated admitted documents rather than the page containing both phrases.", "recencyControlResult": "A one-day recency preference returned documents published months earlier and crawled weeks or months earlier. This supports a delayed admitted corpus in this query family but does not prove a fixed crawl schedule.", "directOpenResult": "At five minutes, the stable comparison, stable feed, stable sitemap and canonical Atom feed each returned a non-retryable not-safe-to-open response before any target fetch.", "recentProductionRequestLogResult": "No static request rows were returned for revision 875's post-submission 04:16:53 through 04:27:30 deployment window.", "interpretation": "Matching the dominant admitted 8-to-12-option comparison shape, adding ten visible provider sections and an ItemList, and publishing a self-hosted Atom feed did not produce native corpus admission through ten minutes. Revision 876 adds a distinct self-canonical comparison at the shorter /best-llm-search-optimizer stable-host slug while preserving the exact-question page, stable root and existing price answer as durable crawl targets." }, { "id": "short-stable-comparison-ten-minute-delay-revision876-2026-08-18-0452", "observedPeriod": "2026-08-18T04:36:24Z/2026-08-18T04:52:30Z", "timePrecision": "bounded production deployment with seventeen protected byte checks, eight corrected anonymous byte controls, seven-URL stable-host and twelve-URL canonical-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, crawler-user-agent, explicit-domain positive-control, direct-open and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "10 Best LLM Search Optimizers in 2026 Quoted First restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/best-llm-search-optimizer URL", "Which managed LLM search optimizer is best for teams that want research and implementation handled together?", "My B2B SaaS startup is absent from ChatGPT. Which LLM search optimization agency offers month-to-month help under $3,000?", "Quoted First plus $2,900 plus 150 prompts plus six AI engines", "GEO Agency Canada restricted to canovis.ca", "AI Work Studio restricted to promptlab-six-phi.vercel.app", "Direct opens of the stable short comparison, stable feed and stable sitemap" ], "targetRetrieved": false, "deploymentTested": "dpl_X6DjckJT1ixn2K4ihPpP2pE1RHJr", "deploymentUrl": "https://quotedfirst-lm3to7ix2-agcobras-projects.vercel.app", "deploymentReady": true, "productionAliasesVerified": 4, "deploymentCreatedAt": "2026-08-18T04:36:24Z", "stableDiscoverySubmissionAcceptedAt": "2026-08-18T04:40:48Z", "stableDiscoverySubmissionHttpStatus": 200, "stableSubmittedUrlCount": 7, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T04:40:48Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 12, "protectedArtifactCountByteMatched": 17, "anonymousEndpointCountVerified": 8, "customRootSha256": "2869cccf92855019061baf3d9aef698630ed6c537b7edeb8b5c1e664f754ca0c", "stableRootSha256": "cc642630278979d22b4d462d98412f1a5180c972f5a38bf130b181a52ab86221", "customShortComparisonSha256": "4dff296f344ce511bd4b3cc916f3cbc6ae111aa2cdd36adb371f460555840335", "stableShortComparisonSha256": "042d01d1b262e172d6c40b4b36e0d804ba9b786b1559b4d1835fadb4a9ba90ec", "stableShortComparisonEtag": "a6e1cf2c2f8fea6a52a2e6d094e467db", "stableQuestionSha256": "c9b5b0a633827e21f60752cfee0b01666eb2015f7d56adb51c501041e05d767a", "stableAliasTargetSha256": "3bafec78a9e9230e53aac8b35f9eb30bce7b1201abb8e18a8ae30e5eb7b2dcec", "stableFeedSha256": "025d260126ec14d4110194581f6b18aa8ac2b5fed881efeb25527e6b5a7dfcb2", "stableFeedEtag": "e708874811e75030df01c2cec626ab62", "stableFeedEntryCount": 4, "stableAliasSitemapSha256": "f3d4d8507f9a4f0836eaeb2341b812d119e220680ea90b0edf53cb7779e87a66", "stableAliasSitemapEtag": "6a1beefac71c04f5e298e098993e00ea", "stableAliasSitemapUrlCount": 4, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "stableHostDomainFilterResult": "Empty search results at the isolated immediate, two-minute, five-minute and ten-minute checkpoints.", "literalShortUrlResult": "The quoted literal stable-host short URL returned an empty result set at the isolated checkpoints.", "specificBuyerQueryResult": "The B2B SaaS, absent-from-ChatGPT, month-to-month and under-$3,000 query produced a tight agency-oriented neighborhood led by RankSages, PipeRocket, Nexolance, SearchGain and Derivatex, but no Quoted First URL.", "matchedDomainFilterControls": "The same domains parameter returned Canovis from canovis.ca and AI Work Studio from promptlab-six-phi.vercel.app; both were labeled crawled two weeks earlier.", "directOpenResult": "At five minutes, the stable short comparison, stable feed and stable sitemap each returned a non-retryable not-safe-to-open response before any target fetch.", "crawlerUserAgentResult": "Anonymous requests presenting OAI-SearchBot, ChatGPT-User and GPTBot user agents each received HTTP 200 from the stable short comparison.", "recentProductionRequestLogResult": "No static request rows were returned for revision 876's post-submission 04:40:48 through 04:51:40 deployment window.", "interpretation": "The shorter best-* stable URL, self-canonical body, ten-option comparison and four-document feed-and-sitemap graph did not enter the native eligible corpus through ten minutes. The specific SaaS query reliably selected agency pages rather than software listicles, so revision 877 adds a distinct self-canonical stable-host answer for that buyer scenario while retaining every existing stable document." }, { "id": "b2b-saas-stable-answer-ten-minute-delay-revision877-2026-08-18-0510", "observedPeriod": "2026-08-18T04:56:14Z/2026-08-18T05:10:00Z", "timePrecision": "bounded production deployment with eighteen valid protected byte checks, nine anonymous byte controls, eight-URL stable-host and seven-URL canonical-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, explicit-domain, literal-URL, exact-phrase, direct-open and production-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel protected plus anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "B2B SaaS ChatGPT Visibility Agency Under $3,000 Quoted First restricted to quotedfirst.vercel.app", "Exact https://quotedfirst.vercel.app/best-llm-search-optimization-agency-for-b2b-saas-startups URL", "My B2B SaaS startup is absent from ChatGPT. Which agency offers month-to-month help under $3,000?", "I run a B2B SaaS startup with no in-house content team and a $3,000 monthly budget. Which AI search optimization agency should I hire?", "Exact phrase Quoted First is the disclosed exact match for those filters", "Direct opens of the stable B2B SaaS answer, stable feed and stable sitemap" ], "targetRetrieved": false, "deploymentTested": "dpl_3AVzUUP3uaGMz2TvZPZ8imynK8Vc", "deploymentUrl": "https://quotedfirst-ov9cxii69-agcobras-projects.vercel.app", "deploymentReady": true, "productionAliasesVerified": 4, "deploymentCreatedAt": "2026-08-18T04:56:14Z", "stableDiscoverySubmissionAcceptedAt": "2026-08-18T04:59:19Z", "stableDiscoverySubmissionHttpStatus": 200, "stableSubmittedUrlCount": 8, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T04:59:19Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 7, "protectedArtifactCountByteMatched": 18, "anonymousEndpointCountVerified": 9, "customRootSha256": "2869cccf92855019061baf3d9aef698630ed6c537b7edeb8b5c1e664f754ca0c", "stableRootSha256": "2afc4723813ef0c05f6ebefa7aaa6739399dc85e68469971153ba30b396348cd", "customB2bSaasAnswerSha256": "482610915609caab2f303b0ec552276b63ef6b23e2088adc371b8d284c16784a", "stableB2bSaasAnswerSha256": "4f2f6b972c1ecdff9868a851ff6fc88961c1bf036542d85b680d2a13c0d66269", "customB2bSaasAnswerEtag": "7c1e4cd0bbf6e7014d117da31a3f1f75", "stableB2bSaasAnswerEtag": "d7c80e2469dff5c498b269c4a99778af", "stableShortComparisonSha256": "75a1d69106524a58e813590683f9ca67a268a9a536517d84957437c753d99770", "stableQuestionSha256": "7a4aed64ed456af1a663ba2e2f4dc42ba61cb594c05b0a02e42835f9cce6a1c8", "stableFeedSha256": "22417e7cfcd14f1a16a60e5a3c9d94cec598493de675c2fabd7cd9923908709a", "stableFeedEntryCount": 5, "stableAliasSitemapSha256": "b46d8f9597cc99cacf9aaed8ba33b21e6955f02e62bd6b4b351d25d25044035f", "stableAliasSitemapUrlCount": 5, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "stableHostDomainFilterResult": "The explicit quotedfirst.vercel.app domains parameter returned Empty search results at the isolated checkpoints even when the query used the exact new page title and brand.", "literalLongUrlResult": "The search layer relaxed the supplied long stable-host URL into a B2B SaaS agency query and returned admitted agency pages rather than the target URL.", "specificBuyerQueryResult": "The B2B SaaS, absent-from-ChatGPT, month-to-month and under-$3,000 constraints reliably selected a tight commercial set including Aumata, SaaSHero, GrowthSpree, GoToMoon and adjacent managed-service pages. Quoted First was absent.", "exactPassageResult": "Quotation marks around the unique sentence Quoted First is the disclosed exact match for those filters were not enforced literally; the result set relaxed to unrelated admitted documents.", "directOpenResult": "At five minutes, the stable B2B SaaS answer, stable feed and stable sitemap each returned a non-retryable not-safe-to-open response before any target fetch.", "recentProductionRequestLogResult": "No static request rows were returned for revision 877's post-submission 04:59:19 through 05:10:00 deployment window.", "interpretation": "The exact B2B SaaS buyer-scenario page strongly matched the query semantics but did not enter the native eligible corpus through ten minutes. URL and quoted-phrase tests were rewritten toward admitted topical pages, while an explicit stable-domain filter stayed empty. Revision 878 therefore attempted a separate exact-intent Vercel alias rather than another path on the still-unadmitted host." }, { "id": "protected-exact-alias-transport-exclusion-revision878-2026-08-18-0520", "observedPeriod": "2026-08-18T05:18:15Z/2026-08-18T05:20:00Z", "timePrecision": "production deployment, alias assignment and anonymous HTTP verification before any discovery submission or native-search checkpoint", "surface": "Vercel production deployment and anonymous public HTTP transport", "targetRetrieved": false, "deploymentTested": "dpl_BDXSv79V1G1fNkeVFn4i1rWx3NKG", "deploymentUrl": "https://quotedfirst-2hypeefz5-agcobras-projects.vercel.app", "deploymentReady": true, "aliasTested": "https://best-llm-search-optimizer.vercel.app/", "anonymousHttpStatus": 302, "redirectDestinationHost": "vercel.com", "responseCacheControl": "no-store, max-age=0", "nativeSearchTested": false, "discoverySubmissionAttempted": false, "excludedFromDelaySeries": true, "interpretation": "The manually assigned .vercel.app alias inherited the project's existing protection policy and redirected anonymous requests to Vercel SSO. The established quotedfirst.vercel.app production alias and custom domains remained public. Revision 878 was excluded before search testing; revision 879 moves the same exact-host intervention to the Vercel-served custom subdomain best-llm-search-optimizer.quotedfirst.com without disabling deployment protection." }, { "id": "public-exact-host-ten-minute-delay-revision879-2026-08-18-0535", "observedPeriod": "2026-08-18T05:21:46Z/2026-08-18T05:35:53Z", "timePrecision": "bounded production deployment, public custom-subdomain registration, thirteen anonymous byte checks, four-URL exact-host plus seven-URL canonical-host plus one-URL stable-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, strict-domain, direct-open, crawler-user-agent and static-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "Best LLM Search Optimizer in 2026 Quoted First restricted to best-llm-search-optimizer.quotedfirst.com", "Which managed AI search visibility service is best for a B2B SaaS startup under $3,000 per month with month-to-month terms?", "Direct opens of the exact-host root, Atom feed and sitemap" ], "targetRetrieved": false, "deploymentTested": "dpl_DZLYaro5tcULZz1JWbEGQcbQYdXH", "deploymentUrl": "https://quotedfirst-630ybbw5f-agcobras-projects.vercel.app", "deploymentReady": true, "deploymentCreatedAt": "2026-08-18T05:21:46Z", "exactHostname": "best-llm-search-optimizer.quotedfirst.com", "exactHostnameRegisteredAsProjectCustomDomain": true, "deploymentProtectionChanged": false, "exactHostDiscoverySubmissionAcceptedAt": "2026-08-18T05:24:10Z", "exactHostDiscoverySubmissionHttpStatus": 202, "exactHostSubmittedUrlCount": 4, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T05:24:11Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 7, "stableDiscoverySubmissionAcceptedAt": "2026-08-18T05:24:11Z", "stableDiscoverySubmissionHttpStatus": 200, "stableSubmittedUrlCount": 1, "anonymousArtifactCountByteMatched": 13, "exactRootSha256": "36f87011ee55a2b5d217cb17a930e283332a6550a823b068a89371ac5ed0d29d", "exactRootEtag": "62ac8023f347cf33c0e55d3f2089d010", "keywordSitemapSha256": "86d76d40e63ade9d94f087eeaae861bf16063c6d28244df0aadb12e0abf885ff", "keywordSitemapEtag": "6b541e6d296a82878cd749819cbc2e4a", "keywordFeedSha256": "fdbca79f9ccf358c780c2535eae6343dd3e088095dd143f11d14e9cf3fc39e5d", "keywordFeedEtag": "3c6e4285b5823f9cd8ed5a3b7cdc8b0d", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention", "Sona"], "exactHostDomainFilterResult": "The domains parameter restricted to best-llm-search-optimizer.quotedfirst.com returned Empty search results at the isolated immediate, two-minute, five-minute and ten-minute checkpoints.", "specificBuyerQueryResult": "The managed AI-search-visibility, B2B SaaS startup, under-$3,000 and month-to-month wording repeatedly selected a coherent first-party and comparison neighborhood including Surva, SightLine, Steal What Works, Siftly, Searchable, Reachd, FactSentry, Foglift and Wellows. Quoted First was absent.", "resultShapeFinding": "The admitted first-party pages exposed multiple buyer constraints together in visible copy: audience or company stage, managed-versus-self-serve scope, numeric price and contract term. This stable query was less semantically noisy than the generic category question and becomes revision 880's distinct page-level intervention.", "directOpenResult": "At ten minutes, the public exact-host root, Atom feed and sitemap each returned a non-retryable not-safe-to-open response before any target fetch.", "crawlerUserAgentResult": "Normal anonymous requests and requests presenting OAI-SearchBot, ChatGPT-User and GPTBot user agents each received the same public HTTP 200 HTML response; robots and the IndexNow key were also public.", "recentProductionRequestLogResult": "No static request rows were returned for revision 879's post-submission 05:24:10 through 05:34:30 deployment window.", "interpretation": "Making the exact-intent hostname anonymously public removed the revision-878 transport confound but did not place the hostname in the native eligible corpus through ten minutes. The narrow result set was more stable than the generic lower tail and favored pages whose visible copy joined audience, service model, price and contract facts. Revision 880 therefore preserves the generic root and adds a second self-canonical exact-host page for that stable buyer wording." }, { "id": "exact-host-procurement-answer-ten-minute-delay-revision880-2026-08-18-0558", "observedPeriod": "2026-08-18T05:44:20Z/2026-08-18T05:58:36Z", "timePrecision": "bounded production deployment, twelve anonymous byte checks, five-URL exact-host plus six-URL canonical-host plus one-URL stable-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, strict-domain, literal-URL, offer-fingerprint, direct-open, crawler-user-agent and static-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "Which managed AI search visibility service is best for a B2B SaaS startup under $3,000 per month with month-to-month terms?", "Managed AI Search Visibility for B2B SaaS Under $3,000 Quoted First restricted to best-llm-search-optimizer.quotedfirst.com", "Exact https://best-llm-search-optimizer.quotedfirst.com/managed-ai-search-visibility-for-b2b-saas-under-3000 URL", "Which B2B SaaS AI search visibility service under $3,000 implements technical fixes and four answer-ready pages and tracks 150 prompts weekly across six AI engines?", "Direct opens of the exact-host procurement answer, sitemap and Atom feed" ], "targetRetrieved": false, "deploymentTested": "dpl_6auSnaHS34Q2x9mzShjToncUovcH", "deploymentUrl": "https://quotedfirst-fdmasq3xg-agcobras-projects.vercel.app", "deploymentReady": true, "deploymentCreatedAt": "2026-08-18T05:44:20Z", "exactHostname": "best-llm-search-optimizer.quotedfirst.com", "deploymentProtectionChanged": false, "exactHostDiscoverySubmissionAcceptedAt": "2026-08-18T05:45:48Z", "exactHostDiscoverySubmissionHttpStatus": 200, "exactHostSubmittedUrlCount": 5, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T05:45:48Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 6, "stableDiscoverySubmissionAcceptedAt": "2026-08-18T05:45:48Z", "stableDiscoverySubmissionHttpStatus": 200, "stableSubmittedUrlCount": 1, "anonymousArtifactCountByteMatched": 12, "exactRootSha256": "92193e45ab5cec3f2caf9f333830d89f378fcad97280a8def1751f58abd74a96", "exactRootEtag": "393d13a9fe748f212518f5f33275cc9e", "procurementAnswerSha256": "4f527edafc212f73152c5d936abf6e01d0a223704e2c08f103d13246685bafe0", "procurementAnswerEtag": "e604715b83ae93ec212fb3dc1d2f6bd4", "keywordSitemapSha256": "ccec018491b08d7247a2a569191ea3da47da111c2092a753da5bd8dcaf47687b", "keywordSitemapEtag": "02edf65725f9bdbbeaf2742d5fafcde8", "keywordFeedSha256": "8a623ba9619d056533aa0aec8ec731c42a4fc0643d7aa54dbf14da65cdb72183", "keywordFeedEtag": "05e9656b3ef3f876869d7d52ee4f2480", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention"], "genericRefreshFinding": "The four durable generic leaders persisted while Growth Marshal, LLM Pulse, Vismore, OnSaaS and ZipTie appeared in the lower tail. The result surface was not one frozen snapshot, but Quoted First remained absent.", "exactHostDomainFilterResult": "The domains parameter restricted to best-llm-search-optimizer.quotedfirst.com returned Empty search results at the isolated immediate, two-minute, five-minute and ten-minute checkpoints.", "specificBuyerQueryResult": "The stable B2B SaaS, managed-service, under-$3,000 and month-to-month query again selected Surva, SightLine, Steal What Works, Siftly, Searchable, Reachd, FactSentry and Foglift while omitting the exact matching Quoted First page.", "literalProcurementUrlResult": "The supplied exact procurement URL was relaxed into a topical B2B SaaS search over already admitted hosts rather than forcing retrieval of the target URL.", "distinctiveOfferQueryResult": "The combined technical-fixes, four-answer-ready-pages, 150-prompts, six-engines and sub-$3,000 wording produced a distinct topical set including Orbiniti, AskRank, TofuBofu, Gander, GetIntel, Replymer, Searchable, Orem, VisibleOp, UpGeo, GenAI Ranker and Surfaced; Quoted First was absent.", "directOpenResult": "The exact-host procurement answer, sitemap and Atom feed remained outside the native direct-open safety set before any target fetch.", "crawlerUserAgentResult": "Normal anonymous requests and requests presenting OAI-SearchBot, ChatGPT-User and GPTBot user agents each received public HTTP 200 from the procurement page; robots and the IndexNow key were also public.", "recentProductionRequestLogResult": "No static request rows were returned for revision 880's post-submission 05:45:48 through 05:56:30 deployment window.", "interpretation": "A self-canonical page that joined the narrow query's audience, service model, public price, contract term and implementation facts still did not enter the native eligible corpus through ten minutes. Query specificity reliably changed the admitted result neighborhood, while the common failure remained URL admission. Revision 881 preserves this procurement page byte-for-byte and expands the exact-host generic root into the dominant admitted 10-option comparison shape." }, { "id": "exact-host-ten-option-comparison-ten-minute-delay-revision881-2026-08-18-0616", "observedPeriod": "2026-08-18T06:04:20Z/2026-08-18T06:16:50Z", "timePrecision": "bounded production deployment, five production aliases, nine public byte checks, three changed exact-host plus six canonical-host plus one stable-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, three strict-host, exact-title, semantic-rewrite, narrow-buyer, direct-open, crawler-user-agent and static-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "10 Best LLM Optimization Tools and Services for AI Search 2026 Quoted First restricted to best-llm-search-optimizer.quotedfirst.com", "Best LLM Search Optimizer 2026 Quoted First restricted to quotedfirst.com", "10 Best LLM Search Optimizers in 2026 Quoted First restricted to quotedfirst.vercel.app", "Exact title phrase 10 Best LLM Optimization Tools and Services for AI Search plus Quoted First", "Which managed AI search visibility service is best for a B2B SaaS startup under $3,000 per month with month-to-month terms?", "Which managed LLM search optimization service should a pre-revenue B2B SaaS startup with zero users choose on a $3,000 monthly budget?", "Direct opens of the exact-host root, Atom feed and sitemap" ], "targetRetrieved": false, "deploymentTested": "dpl_FnnbmysQgAXj6dhgdPnAuNfjQkYs", "deploymentUrl": "https://quotedfirst-td6x5apgd-agcobras-projects.vercel.app", "deploymentReady": true, "deploymentCreatedAt": "2026-08-18T06:04:20Z", "productionAliasesVerified": 5, "deploymentProtectionChanged": false, "exactHostDiscoverySubmissionAcceptedAt": "2026-08-18T06:06:03Z", "exactHostDiscoverySubmissionHttpStatus": 200, "exactHostSubmittedUrlCount": 3, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T06:06:03Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 6, "stableDiscoverySubmissionAcceptedAt": "2026-08-18T06:06:03Z", "stableDiscoverySubmissionHttpStatus": 200, "stableSubmittedUrlCount": 1, "publicArtifactCountByteMatched": 9, "exactRootSha256": "22731b09bf84c55a12c897dba38e9f6d7614ee91796894e0459fc177a16b3438", "exactRootEtag": "10d4e283d09826937d0ce9bc29750732", "procurementAnswerSha256": "4f527edafc212f73152c5d936abf6e01d0a223704e2c08f103d13246685bafe0", "procurementAnswerEtag": "e604715b83ae93ec212fb3dc1d2f6bd4", "procurementAnswerBodyUnchangedFromRevision880": true, "keywordSitemapSha256": "ccec018491b08d7247a2a569191ea3da47da111c2092a753da5bd8dcaf47687b", "keywordSitemapEtag": "02edf65725f9bdbbeaf2742d5fafcde8", "keywordFeedSha256": "71c717e7eaa8dcc7907905a062b85fd75d7c16809233809c1b3213fb6003ea14", "keywordFeedEtag": "72b65551026095c8021ef7c791dfd8a9", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention"], "genericResultRefreshFinding": "The four durable generic leaders persisted while Adobe LLM Optimizer versus LLM Pulse, Growth Marshal, Vismore, OnSaaS, ZipTie and API-search interpretations rotated in the lower tail. The target remained absent despite visible refreshes.", "hostAdmissionControls": "The explicit domains parameter returned Empty search results for best-llm-search-optimizer.quotedfirst.com, quotedfirst.com and quotedfirst.vercel.app at the ten-minute checkpoint.", "exactTitleResult": "Quotation marks around the full new title and brand were not enforced literally; the query rewrote into generic top-10 and agency material from already admitted hosts.", "narrowBuyerResult": "The unchanged procurement page remained absent roughly thirty-one minutes after its revision-880 submission while the same stable query continued returning Surva, SightLine, Steal What Works, Siftly, Searchable, Reachd, FactSentry and Foglift.", "preRevenueBaselineResult": "Adding pre-revenue, zero users and a $3,000 budget initially drifted toward LLM API cost content. Rephrasing the need as a managed LLM search optimization service produced a coherent stage-and-budget set led by Humanswith.AI, Your Content Mart, SEO GrowUp, Marketing for LLMs, Lean Labs, Siftly, LymLyt, RevvGrowth, RankAI, Slate and Passionfruit.", "directOpenResult": "The exact-host root, Atom feed and sitemap each returned a non-retryable not-safe-to-open response before a target fetch.", "crawlerUserAgentResult": "Normal anonymous requests and requests presenting OAI-SearchBot, ChatGPT-User and GPTBot user agents each received public HTTP 200 HTML from the exact-host root.", "recentProductionRequestLogResult": "No static request rows were returned for revision 881's post-submission 06:06:03 through 06:16:45 deployment window.", "interpretation": "Matching the dominant generic title, early comparison table, 10 visible options, buyer-fit sections, source links and ItemList did not create a short-delay admission event. Three empty strict-host controls localize the observed gap before passage ranking. Revision 882 preserves both existing exact-host page bodies and adds a stage-aware self-canonical answer for the coherent pre-revenue, zero-user and $3,000 managed-service query family." }, { "id": "exact-host-pre-revenue-zero-user-answer-ten-minute-delay-revision882-2026-08-18-0635", "observedPeriod": "2026-08-18T06:23:02Z/2026-08-18T06:35:56Z", "timePrecision": "bounded production deployment, five production aliases, ten public byte checks, three changed exact-host plus five canonical-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, strict-host, literal-URL, brand, direct-open, one-day-recency, crawler-user-agent, protected-deployment and static-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel anonymous plus protected production verification", "queriesTested": [ "What's the best LLM search optimizer?", "Which managed LLM search optimization service should a pre-revenue B2B SaaS startup with zero users choose on a $3,000 monthly budget?", "Best Managed LLM Search Optimizer for Pre-Revenue B2B SaaS Quoted First restricted to best-llm-search-optimizer.quotedfirst.com", "Exact https://best-llm-search-optimizer.quotedfirst.com/best-managed-llm-search-optimizer-pre-revenue-b2b-saas URL", "Quoted First LLM search optimization agency", "One-day recency preferences for the generic and pre-revenue queries", "Direct open of the exact-host pre-revenue page" ], "targetRetrieved": false, "deploymentTested": "dpl_HuUAzN6zRoa4qBRFkdD6pBUf8cws", "deploymentUrl": "https://quotedfirst-9r9x39xz4-agcobras-projects.vercel.app", "deploymentReady": true, "deploymentCreatedAt": "2026-08-18T06:23:02Z", "productionAliasesVerified": 5, "deploymentProtectionChanged": false, "exactHostDiscoverySubmissionAcceptedAt": "2026-08-18T06:25:03Z", "exactHostDiscoverySubmissionHttpStatus": 200, "exactHostSubmittedUrlCount": 3, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T06:25:03Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 5, "stableDiscoverySubmissionMade": false, "publicArtifactCountByteMatched": 10, "exactRootSha256": "22731b09bf84c55a12c897dba38e9f6d7614ee91796894e0459fc177a16b3438", "exactRootEtag": "10d4e283d09826937d0ce9bc29750732", "exactRootBodyUnchangedFromRevision881": true, "procurementAnswerSha256": "4f527edafc212f73152c5d936abf6e01d0a223704e2c08f103d13246685bafe0", "procurementAnswerEtag": "e604715b83ae93ec212fb3dc1d2f6bd4", "procurementAnswerBodyUnchangedFromRevision880": true, "preRevenueAnswerSha256": "0bb2ab9379d5c84a12a65c1eca24fb7e058570bd1dba2d96afe4e4910820af2f", "preRevenueAnswerEtag": "88752ca0607a0e42e0a9349b2403a6ef", "keywordSitemapSha256": "8d73fbe79dbb661f09280ea2da37bef7d434c483d860c0f619fd3362ef836234", "keywordSitemapEtag": "251cd2450f51cff7166d54fdb29a9d4f", "keywordFeedSha256": "f3a89504094def6a5036aa488ad174fe0822b1b6f81ddb7593e85a3805e5a157", "keywordFeedEtag": "d5a66d95e797e0eee39c59a9b8dea4e5", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention"], "genericResultFinding": "The exact generic query kept the four durable commercial leaders at every isolated checkpoint and omitted Quoted First. The lower tail continued to contain already admitted comparison, research, PDF and community pages.", "preRevenueQueryFinding": "The exact managed-service, pre-revenue, zero-user and $3,000 query repeatedly selected a coherent mix including Humanswith.AI, Your Content Mart, SEO GrowUp, Linkflow, Marketing for LLMs, Lean Labs, Siftly, LymLyt, RevvGrowth, RankAI, Slate and Passionfruit while omitting the exact-matching Quoted First answer.", "exactHostDomainFilterResult": "The domains parameter restricted to best-llm-search-optimizer.quotedfirst.com returned Empty search results at the isolated immediate, two-minute, five-minute and ten-minute checkpoints.", "literalUrlResult": "Supplying the full new URL did not force target retrieval; the query rewrote into admitted B2B SaaS and LLM-search-optimization pages from Effiqs, Lureon, XQL, Chosenly, MaximusLabs and other hosts.", "brandQueryResult": "The exact Quoted First plus category wording returned other LLM optimization agencies and omitted every Quoted First hostname.", "recencyFinding": "A one-day recency preference was not a hard freshness filter. The generic query shifted away from its commercial leaders toward months-old academic papers, PDFs and community pages, while the pre-revenue query also returned months-old PDF and Reddit material. Neither recency run admitted the same-day target.", "directOpenResult": "The exact-host pre-revenue URL returned a non-retryable not-safe-to-open response before a target fetch.", "crawlerUserAgentResult": "Normal anonymous requests and requests presenting OAI-SearchBot, ChatGPT-User and GPTBot user agents each received the identical public HTTP 200 indexable page body. These were transport simulations, not verified crawler requests.", "protectedDeploymentVerification": "Vercel authenticated curl returned HTTP 200 and the same body SHA-256 from the protected physical deployment path while retaining the project's noindex protection directive; the public custom hostname separately returned indexable HTTP 200.", "recentProductionRequestLogResult": "No static request rows were returned for revision 882's bounded 06:23:02 through 06:35:30 deployment window.", "interpretation": "A stage-aware answer matching the most coherent zero-user managed-service query still remained outside the native eligible corpus through ten minutes. The recency controls show that same-day publication is not a strict selection switch, and the empty host filter keeps the observed boundary before passage relevance. Revision 883 preserves all three existing exact-host bodies and tests a direct question-shaped budget answer whose recommendation is to delay a paid retainer by default." }, { "id": "exact-host-zero-user-budget-question-ten-minute-delay-revision883-2026-08-18-0652", "observedPeriod": "2026-08-18T06:40:09Z/2026-08-18T06:52:49Z", "timePrecision": "bounded production deployment, five production aliases, eleven public byte checks, three changed exact-host plus five canonical-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, exact-question, strict-host, literal-URL, direct-open, elapsed older-page, crawler-user-agent, protected-deployment and static-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel anonymous plus protected production verification", "queriesTested": [ "What's the best LLM search optimizer?", "Should a pre-revenue B2B SaaS startup with zero users spend $3,000 per month on LLM search optimization?", "What should a pre-revenue B2B SaaS startup with zero users do before paying for LLM search optimization?", "Should a Zero-User B2B SaaS Spend $3,000 on LLM Search Optimization restricted to best-llm-search-optimizer.quotedfirst.com", "Exact https://best-llm-search-optimizer.quotedfirst.com/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization URL", "Which managed LLM search optimization service should a pre-revenue B2B SaaS startup with zero users choose on a $3,000 monthly budget?", "Direct open of the exact-host zero-user budget page" ], "targetRetrieved": false, "deploymentTested": "dpl_Co5HHNrZhmEEoswEWF4viCEX5QWF", "deploymentUrl": "https://quotedfirst-kvss1a4kp-agcobras-projects.vercel.app", "deploymentReady": true, "deploymentCreatedAt": "2026-08-18T06:40:09Z", "productionAliasesVerified": 5, "deploymentProtectionChanged": false, "exactHostDiscoverySubmissionAcceptedAt": "2026-08-18T06:41:48Z", "exactHostDiscoverySubmissionHttpStatus": 200, "exactHostSubmittedUrlCount": 3, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T06:41:48Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 5, "stableDiscoverySubmissionMade": false, "publicArtifactCountByteMatched": 11, "exactRootSha256": "22731b09bf84c55a12c897dba38e9f6d7614ee91796894e0459fc177a16b3438", "exactRootBodyUnchangedFromRevision881": true, "procurementAnswerSha256": "4f527edafc212f73152c5d936abf6e01d0a223704e2c08f103d13246685bafe0", "procurementAnswerBodyUnchangedFromRevision880": true, "preRevenueAnswerSha256": "0bb2ab9379d5c84a12a65c1eca24fb7e058570bd1dba2d96afe4e4910820af2f", "preRevenueAnswerBodyUnchangedFromRevision882": true, "zeroUserBudgetAnswerSha256": "bb8041e0b5202e2225ca6208005b1b7a7cc528f8e09272855c84c630e63ec6be", "zeroUserBudgetAnswerEtag": "1f7b529ddf110c0d542d09c2a125f5d9", "keywordSitemapSha256": "72d034af62863e1d8935138501600671a43d4c0348b827f1d6595e02e86eeca1", "keywordSitemapEtag": "60457cd83ac73774a80d69df8324b8be", "keywordFeedSha256": "641839fae6e3573452bc649bae8cbed6cbf2312af83d2c93d3449fc5dcd8806a", "keywordFeedEtag": "9dd61000fc8b8147b97807c96a85af1e", "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention"], "genericResultFinding": "The exact generic query preserved its four durable commercial leaders and omitted every Quoted First hostname through the ten-minute checkpoint.", "exactQuestionFinding": "The exact zero-user and $3,000 question repeatedly selected a highly coherent budget-stage neighborhood led by DerivateX, Boundev, DiscoveredLabs and Revnu while omitting the page that asks and directly answers the same question.", "questionVariantFinding": "The before-paying wording produced a distinct startup-specific implementation neighborhood, demonstrating query-sensitive retrieval rather than one frozen cache; Quoted First was absent.", "exactHostDomainFilterResult": "The domains parameter restricted to best-llm-search-optimizer.quotedfirst.com returned Empty search results at the isolated immediate, two-minute, five-minute and ten-minute checkpoints.", "literalUrlResult": "Supplying the full new URL did not force target retrieval and instead produced admitted topical pages.", "olderPageElapsedControl": "The revision-882 managed-service page remained absent more than twenty-six minutes after its accepted discovery submission while its query produced a coherent alternative result set.", "directOpenResult": "The exact-host zero-user budget URL returned a non-retryable not-safe-to-open response before a target fetch.", "crawlerUserAgentResult": "Normal anonymous requests and requests presenting OAI-SearchBot, ChatGPT-User and GPTBot user agents each received the identical public HTTP 200 indexable page body. These were transport simulations, not verified crawler requests.", "protectedDeploymentVerification": "Vercel authenticated curl returned HTTP 200 and the same page body from the protected physical deployment while retaining the project's noindex protection directive; the public exact hostname separately returned indexable HTTP 200.", "recentProductionRequestLogResult": "No static request rows were returned for revision 883's bounded 06:40:09 through 06:51:48 deployment window.", "interpretation": "The direct question achieved a strong semantic match with the retrieved neighborhood but stayed outside the eligible corpus through ten minutes. Revision 884 therefore freezes its bytes and exposes the same answer through the older canonical and stable public hostnames to isolate hostname transport from content relevance." }, { "id": "three-host-alternate-transport-ten-minute-delay-revision884-2026-08-18-0709", "observedPeriod": "2026-08-18T06:57:03Z/2026-08-18T07:09:36Z", "timePrecision": "bounded production deployment, five production aliases, three byte-identical target transports plus five changed evidence byte checks, one exact-host plus six canonical-host plus one stable-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, exact-question, three strict-host, literal-URL, direct-open, official-guidance and static-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel anonymous production verification", "queriesTested": [ "What's the best LLM search optimizer?", "Should a pre-revenue B2B SaaS startup with zero users spend $3,000 per month on LLM search optimization?", "What is the best LLM search optimizer for a pre-revenue B2B SaaS startup with zero users?", "Should a Zero-User B2B SaaS Spend $3,000 on LLM Search Optimization restricted separately to best-llm-search-optimizer.quotedfirst.com, quotedfirst.com and quotedfirst.vercel.app", "Exact https://quotedfirst.com/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization URL", "Direct opens of all three transport URLs", "OpenAI official publisher and ChatGPT Search guidance for canonical URL instructions" ], "targetRetrieved": false, "deploymentTested": "dpl_HF7UYuQXBqJicZvHNmLJDtsATk6x", "deploymentUrl": "https://quotedfirst-fh3n3eqcp-agcobras-projects.vercel.app", "deploymentReady": true, "deploymentCreatedAt": "2026-08-18T06:57:03Z", "productionAliasesVerified": 5, "deploymentProtectionChanged": false, "transportUrls": [ "https://best-llm-search-optimizer.quotedfirst.com/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization", "https://quotedfirst.com/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization", "https://quotedfirst.vercel.app/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization" ], "exactHostDiscoverySubmissionAcceptedAt": "2026-08-18T06:58:45Z", "exactHostDiscoverySubmissionHttpStatus": 200, "exactHostSubmittedUrlCount": 1, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T06:58:45Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 6, "stableDiscoverySubmissionAcceptedAt": "2026-08-18T06:58:45Z", "stableDiscoverySubmissionHttpStatus": 200, "stableSubmittedUrlCount": 1, "publicArtifactCountByteMatched": 8, "zeroUserBudgetAnswerSha256": "bb8041e0b5202e2225ca6208005b1b7a7cc528f8e09272855c84c630e63ec6be", "zeroUserBudgetAnswerEtag": "1f7b529ddf110c0d542d09c2a125f5d9", "allThreeTransportBodiesByteIdentical": true, "bodyUnchangedFromRevision883": true, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention"], "genericResultFinding": "The exact generic query preserved its four durable commercial leaders and omitted every Quoted First hostname through ten minutes.", "exactQuestionFinding": "The zero-user and $3,000 question preserved a highly relevant budget-stage set led by DerivateX, Boundev, DiscoveredLabs and Revnu. A lower-tail Technotize result appeared at the five-minute checkpoint, demonstrating refresh while the target stayed absent.", "narrowBestQueryFinding": "The best-optimizer-for-a-pre-revenue-zero-user-SaaS wording produced a different comparison set led by Marketing for LLMs, Slate, Pressfit, MaximusLabs and DataDab while omitting Quoted First.", "hostAdmissionControls": "The domains parameter returned Empty search results for each of best-llm-search-optimizer.quotedfirst.com, quotedfirst.com and quotedfirst.vercel.app at the isolated immediate, two-minute, five-minute and ten-minute checkpoints.", "literalCanonicalTransportResult": "Supplying the full quotedfirst.com transport URL did not force retrieval and instead produced the correct budget-stage neighborhood from admitted hosts.", "directOpenResult": "All three public transport URLs returned non-retryable not-safe-to-open responses before a target fetch.", "officialGuidanceFinding": "A fresh official OpenAI-only search returned current publisher and ChatGPT Search guidance about public access, OAI-SearchBot permission, host or CDN access, relevance and query rewriting. It did not surface a documented canonical-specific inclusion shortcut or manual admission control.", "recentProductionRequestLogResult": "No static request rows were returned for revision 884's bounded 06:57:03 through 07:08:55 deployment window.", "interpretation": "Serving the same visible and canonicalized answer bytes through three public Quoted First hostnames did not change short-delay eligibility. Because the two older transports canonicalized to the exact hostname, revision 885 changes the shared page to a host-relative self-canonical identity and adds each route to its host's normal sitemap and feed, while preserving the visible answer." }, { "id": "host-relative-self-canonical-ten-minute-delay-revision885-2026-08-18-0729", "observedPeriod": "2026-08-18T07:16:47Z/2026-08-18T07:29:32Z", "timePrecision": "bounded production deployment, five production aliases, three self-canonical target transports plus twelve changed artifact byte checks, one exact-host plus ten canonical-host plus three stable-host discovery submissions, isolated immediate, two-minute, five-minute and ten-minute native-search checkpoints, exact-question, narrow-buyer, three strict-host, brand, literal-URL, admitted-Vercel, direct-open and static-log controls", "surface": "OpenAI web-search tool available in the ChatGPT research environment and Vercel anonymous and protected production verification", "queriesTested": [ "What's the best LLM search optimizer?", "Should a pre-revenue B2B SaaS startup with zero users spend $3,000 per month on LLM search optimization?", "What is the best LLM search optimizer for a pre-revenue B2B SaaS startup with zero users?", "Should a Zero-User B2B SaaS Spend $3,000 on LLM Search Optimization restricted separately to best-llm-search-optimizer.quotedfirst.com, quotedfirst.com and quotedfirst.vercel.app", "Quoted First Inc restricted to quotedfirst.com", "Exact https://quotedfirst.com/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization URL", "Exact https://promptlab-six-phi.vercel.app/ admitted-host control", "Direct open of the canonical-host target" ], "targetRetrieved": false, "deploymentTested": "dpl_HX82oKJpGy3VerUJ7iP4pga35Xkz", "deploymentUrl": "https://quotedfirst-kxd6gq3hh-agcobras-projects.vercel.app", "deploymentReady": true, "deploymentCreatedAt": "2026-08-18T07:16:47Z", "productionAliasesVerified": 5, "deploymentProtectionChanged": false, "transportUrls": [ "https://best-llm-search-optimizer.quotedfirst.com/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization", "https://quotedfirst.com/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization", "https://quotedfirst.vercel.app/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization" ], "exactHostDiscoverySubmissionAcceptedAt": "2026-08-18T07:18:41Z", "exactHostDiscoverySubmissionHttpStatus": 200, "exactHostSubmittedUrlCount": 1, "canonicalDiscoverySubmissionAcceptedAt": "2026-08-18T07:18:41Z", "canonicalDiscoverySubmissionHttpStatus": 200, "canonicalSubmittedUrlCount": 10, "stableDiscoverySubmissionAcceptedAt": "2026-08-18T07:18:41Z", "stableDiscoverySubmissionHttpStatus": 200, "stableSubmittedUrlCount": 3, "publicArtifactCountByteMatched": 12, "zeroUserBudgetAnswerSha256": "1c2784b1e7865d061db78572edc9da620cb2ec6d6c842f6cb2085afbc312dbd4", "visibleBodySha256": "6dea6810f71c1be148c51698f62a443118a0680a2988643da368c309722cda24", "zeroUserBudgetAnswerEtag": "45e9ea34901689ea8f11c222492ac856", "allThreeTransportBodiesByteIdentical": true, "visibleBodyUnchangedFromRevision884": true, "hostRelativeHtmlCanonical": "/should-a-pre-revenue-b2b-saas-startup-spend-3000-on-llm-search-optimization", "eachTransportHttpSelfCanonical": true, "canonicalSitemapUrlCount": 25, "stableSitemapUrlCount": 6, "canonicalAtomEntryCount": 14, "stableAtomEntryCount": 6, "immediateCheckpointNegative": true, "twoMinuteCheckpointNegative": true, "fiveMinuteCheckpointNegative": true, "tenMinuteCheckpointNegative": true, "genericLeaders": ["Slate", "theStacc", "LoudScale", "SearchMention"], "genericResultFinding": "The exact generic query preserved the same four durable commercial leaders and omitted every Quoted First hostname at all four isolated checkpoints.", "exactQuestionFinding": "The direct zero-user and $3,000 question preserved a strongly relevant budget-stage set led by DerivateX, Boundev, DiscoveredLabs and Revnu while omitting the same-question target.", "narrowBestQueryFinding": "The pre-revenue zero-user best-optimizer wording preserved a distinct B2B SaaS comparison set led by Marketing for LLMs, Slate, Pressfit, MaximusLabs and DataDab while omitting Quoted First.", "hostAdmissionControls": "The domains parameter returned Empty search results for each of best-llm-search-optimizer.quotedfirst.com, quotedfirst.com and quotedfirst.vercel.app at immediate, two-minute, five-minute and ten-minute checkpoints. A separate Quoted First Inc query restricted to quotedfirst.com also returned empty.", "literalCanonicalTransportResult": "Supplying the full canonical target URL still rewrote to admitted budget-stage pages instead of retrieving the supplied URL.", "matchedVercelControl": "Supplying the full https://promptlab-six-phi.vercel.app/ URL returned that already admitted Vercel-hosted site directly, and a separate domain-restricted control also returned it. This shows that literal-URL and domains controls can identify an eligible Vercel-hosted page.", "directOpenResult": "The canonical-host target returned a non-retryable not-safe-to-open response before a target fetch.", "protectedDeploymentVerification": "Authenticated Vercel curl returned the exact public page SHA and ETag from the protected physical artifact while retaining the protected alias's noindex directive. The public custom and stable aliases separately returned indexable HTTP 200 responses.", "recentProductionRequestLogResult": "No static request rows were returned for revision 885's bounded 07:16:47 through 07:28:50 deployment window.", "interpretation": "Host-specific self-canonical identity plus ordinary host sitemap and Atom-feed membership did not change eligibility within ten minutes. Revision 886 therefore preserves the answer body and makes the target a visible first-class link from the canonical resource hub and all three host roots, isolating HTML crawl path and internal prominence from metadata-only discovery." } ], "directOpenTests": { "observedAt": "2026-08-16T07:48:00Z", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "https://quotedfirst-rl5450cwa-agcobras-projects.vercel.app/what-is-the-best-llm-search-optimizer" ], "result": "URL is not safe to open (non-retryable error)", "interpretation": "The OpenAI web layer rejected the custom hostname, stable Vercel alias and current deployment alias before a direct fetch. This is an observed admission response, not proof of why the safety gate fired.", "latestCanonicalRetest": { "observedAt": "2026-08-16T09:11:00Z", "deploymentTested": "dpl_5vSPWkTmQS6Y1LB3Udd8KWGtTmKU", "urls": [ "https://quotedfirst.com/", "https://quotedfirst.com/robots.txt", "https://quotedfirst.com/sitemap.xml", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer" ], "result": "URL is not safe to open (non-retryable error)", "publicHttpStatuses": [ 200, 200, 200, 200 ], "interpretation": "The ChatGPT web layer stopped all four direct opens before a fetch even though independent production verification returned public 200 responses." }, "revision52CanonicalRetest": { "observedPeriod": "2026-08-16T11:16:10Z/2026-08-16T11:16:28Z", "deploymentTested": "dpl_4r9iUSo5QvBWijjVimJvbqMHDg42", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer" ], "result": "URL is not safe to open (non-retryable error)", "publicHttpStatuses": [ 200 ], "interpretation": "The revision-52 canonical direct open stopped before a fetch even though independent production verification returned a public, indexable 200 response." }, "revision53WwwRetest": { "observedPeriod": "2026-08-16T11:22:36Z/2026-08-16T11:23:50Z", "deploymentTested": "dpl_GTd9eQcw9RUumTT9fkHWfx8FuRsE", "urls": [ "https://www.quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://www.quotedfirst.com/robots.txt", "https://www.quotedfirst.com/sitemap.xml" ], "result": "URL is not safe to open (non-retryable error)", "interpretation": "The public www custom hostname produced the same pre-fetch admission response as the canonical apex hostname." }, "revision58InternalErrorRetest": { "observedPeriod": "2026-08-16T12:00:58Z/2026-08-16T12:02:08.132Z", "deploymentTested": "dpl_ApAHEjCREAE5aJAt2NipF17aQaqk", "urls": [ "https://quotedfirst.com/resources/quoted-first-organization.jsonld", "https://quotedfirst.com/what-is-the-best-llm-search-optimizer" ], "result": "Internal Error", "verifiedProductionRequests": 0, "interpretation": "The changed direct-open label did not correspond to a verified production fetch and was not treated as evidence of corpus admission." }, "revision66PostRobotsChainRetest": { "observedAt": "2026-08-16T12:48:00Z", "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer" ], "result": "URL is not safe to open (non-retryable error)", "interpretation": "The successful verified OAI-SearchBot robots redirect chain did not immediately change the ChatGPT direct-open admission response for either content URL." }, "revision68CanonicalAndDiscoveryRetest": { "observedPeriod": "2026-08-16T13:05:00Z/2026-08-16T13:06:00Z", "deploymentTested": "dpl_DNJGN2vNMxf6U6536n3dPaFQH665", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/best-llm-search-optimization-agency", "https://quotedfirst.com/robots.txt", "https://quotedfirst.com/sitemap.xml" ], "result": "URL is not safe to open (non-retryable error)", "interpretation": "Both canonical content pages and both discovery files remained outside the native opener's admitted URL set immediately after revision 68." }, "revision80CanonicalAndDiscoveryRetest": { "observedPeriod": "2026-08-16T14:16:21Z/2026-08-16T14:17:00Z", "deploymentTested": "dpl_5QNcDgxQJynY6v8brcXf18Cwg78N", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/sitemap.xml", "https://quotedfirst.com/robots.txt" ], "result": "URL is not safe to open (non-retryable error)", "publicHttpStatuses": [ 200, 200, 200 ], "interpretation": "The latest canonical content and discovery-file opens remained outside the native opener's admitted URL set despite public OAI-SearchBot user-agent responses." }, "revision96CanonicalAliasAndDiscoveryRetest": { "observedAt": "2026-08-16T16:10:00Z", "deploymentTested": "dpl_G4NrxcYQG1YzBGFegT5axzf5ki8L", "urls": [ "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "https://quotedfirst.vercel.app/what-is-the-best-llm-search-optimizer", "https://quotedfirst.com/sitemap.xml", "https://quotedfirst.com/robots.txt" ], "result": "URL is not safe to open (non-retryable error)", "interpretation": "The revision-96 canonical, stable-alias and discovery-file URLs received the same pre-fetch native-opener response while admitted category results opened as parsed HTML." }, "revision845PlainTextAlternateRetest": { "observedPeriod": "2026-08-17T19:46:51Z/2026-08-17T19:47:05Z", "deploymentTested": "dpl_EnkxjB1gNZaMPMf2VngsG6ZQGjVe", "urls": [ "https://quotedfirst.com/which-month-to-month-llm-search-optimization-agency-tracks-150-prompts-weekly-across-six-ai-engines.txt" ], "result": "URL is not safe to open (non-retryable error)", "publicHttpStatuses": [ 200 ], "publicContentType": "text/plain; charset=utf-8", "interpretation": "A concise text/plain alternate with an HTTP canonical remained outside the native opener's admitted URL set even though protected production verification returned a public, indexable 200 response." } }, "domainContext": { "capturedAt": "2026-08-16T07:13:00Z", "registrar": "Vercel", "domainAgeAtCapture": "approximately 6 hours", "nameserversMatchIntendedConfiguration": true, "edgeNetworkEnabled": true, "projectAssignmentCorrect": true }, "declaredEntityLinkChecks": { "capturedAt": "2026-08-16T07:36:27Z", "method": "Public HTTP HEAD requests with redirects, calibrated against known OpenAI profile URLs on the same platforms.", "results": [ { "url": "https://x.com/quotedfirst", "httpStatus": 404, "controlUrl": "https://x.com/OpenAI", "controlHttpStatus": 200, "action": "Removed from Organization sameAs and site footers." }, { "url": "https://www.youtube.com/@quotedfirst", "httpStatus": 404, "controlUrl": "https://www.youtube.com/@OpenAI", "controlHttpStatus": 200, "action": "Removed from Organization sameAs and site footers." }, { "url": "https://www.linkedin.com/company/quotedfirst", "httpStatus": 999, "interpretation": "LinkedIn's anti-bot response was inconclusive, so the link was not removed on this evidence alone." } ] }, "verifiedCrawlerEvidence": [ { "capturedAt": "2026-08-16T07:03:22Z", "windowStart": "2026-08-16T05:03:21Z", "windowEnd": "2026-08-16T07:03:22Z", "bots": [ "OAI-SearchBot", "GPTBot", "bingbot" ], "verifiedRequests": 0, "note": "The 24-hour verified timeline showed OAI-SearchBot attempted only /robots.txt and eventually received 200, while no verified OpenAI fetch of the comparison page appeared. Other verified crawlers, including YandexBot, successfully fetched the canonical comparison page with 200, supporting general bot reachability." }, { "capturedAt": "2026-08-16T07:36:27Z", "windowStart": "2026-08-16T06:36:27Z", "windowEnd": "2026-08-16T07:36:27Z", "bots": [ "OAI-SearchBot", "GPTBot", "bingbot" ], "verifiedRequests": 0, "note": "A production metric query filtered to bot_verified=pass returned an empty summary for these three crawlers in the latest one-hour window." }, { "capturedAt": "2026-08-16T07:48:13Z", "windowStart": "2026-08-16T05:48:13Z", "windowEnd": "2026-08-16T07:48:13Z", "bots": [ "OAI-SearchBot", "GPTBot", "bingbot" ], "verifiedRequests": 0, "otherVerifiedCrawlerRequests": [ { "bot": "YandexBot", "path": "/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "count": 3 }, { "bot": "ClaudeBot", "path": "/robots.txt", "httpStatus": 200, "count": 1 }, { "bot": "ClaudeBot", "path": "/sitemap.xml", "httpStatus": 200, "count": 1 } ], "note": "The latest two-hour verified query still showed no OpenAI content fetch while confirming successful target-page and discovery-file responses to other verified crawlers." }, { "capturedAt": "2026-08-16T08:04:55Z", "windowStart": "2026-08-16T07:04:55Z", "windowEnd": "2026-08-16T08:04:55Z", "bots": [ "OAI-SearchBot", "GPTBot", "bingbot" ], "verifiedRequests": 0, "otherVerifiedCrawlerRequests": [ { "bot": "ClaudeBot", "path": "/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "count": 1 }, { "bot": "ClaudeBot", "path": "/resources/best-llm-search-optimization-agency.html", "httpStatus": 200, "count": 1 }, { "bot": "YandexBot", "path": "/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "count": 1 }, { "bot": "YandexBot", "path": "/resources/llm-search-optimizer-comparison-2026.json", "httpStatus": 200, "count": 1 } ], "note": "ClaudeBot and YandexBot both discovered and fetched the exact canonical comparison page with 200 in the latest one-hour window; no verified OpenAI or bingbot request appeared." }, { "capturedAt": "2026-08-16T08:16:14Z", "windowStart": "2026-08-15T08:15:34Z", "windowEnd": "2026-08-16T08:16:14Z", "verificationFilter": "bot_verified=pass", "requestGroups": [ { "bot": "OAI-SearchBot", "metricBotName": "oai-searchbot", "verifiedRequests": 5, "paths": [ { "path": "/robots.txt", "httpStatus": 404, "count": 4, "hour": "2026-08-16T03:00:00Z" }, { "path": "/robots.txt", "httpStatus": 200, "count": 1, "hour": "2026-08-16T04:00:00Z" } ], "contentPageRequests": 0 }, { "bot": "GPTBot", "metricBotName": "gptbot", "verifiedRequests": 51, "httpStatusCounts": { "200": 18, "404": 33 }, "crawlHour": "2026-08-16T03:00:00Z", "comparisonPageRequests": 0, "note": "GPTBot crawled the initial site before the comparison and research resources were deployed. Every previously missing internal page and asset observed in that crawl now returns a valid response." }, { "bot": "bingbot", "metricBotName": "bingbot", "verifiedRequests": 1, "paths": [ { "path": "/7801ad4da87a2262b7459572b2e51c1c.txt", "httpStatus": 200, "count": 1, "hour": "2026-08-16T04:00:00Z" } ], "contentPageRequests": 0 } ], "note": "Exact verified-bot path and status dimensions confirmed the discovery bottleneck: OAI-SearchBot successfully re-fetched robots.txt after the file was deployed but had not requested a content page; bingbot had fetched only the ownership-verification file; GPTBot's only crawl preceded the target comparison page." }, { "capturedAt": "2026-08-16T08:26:31Z", "windowStart": "2026-08-16T07:26:31Z", "windowEnd": "2026-08-16T08:26:31Z", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared in the latest one-hour window after the XML sitemap, text sitemap, feed, direct HTTP discovery link and canonical target were live." }, { "capturedAt": "2026-08-16T08:37:45Z", "windowStart": "2026-08-16T06:37:45Z", "windowEnd": "2026-08-16T08:37:45Z", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 0, "otherVerifiedCrawlerRequests": [ { "bot": "YandexBot", "path": "/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "count": 4 }, { "bot": "ClaudeBot", "path": "/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "count": 1 }, { "bot": "YandexBot", "path": "/resources/llm-search-optimizer-comparison-2026.json", "httpStatus": 200, "count": 1 } ], "note": "No verified OAI-SearchBot request appeared in the latest two-hour window. Other verified crawlers continued to fetch the canonical target and machine-readable comparison data successfully." }, { "capturedAt": "2026-08-16T08:55:57Z", "windowStart": "2026-08-16T07:55:47Z", "windowEnd": "2026-08-16T08:55:57Z", "environment": "production", "requestGroups": [ { "bot": "OAI-SearchBot", "metricBotName": "oai-searchbot", "requests": 0 }, { "bot": "ChatGPT-User", "metricBotName": "chatgpt-user", "requests": 0 } ], "note": "Separate one-hour production queries returned no request group recognized as OAI-SearchBot or ChatGPT-User after revision 31 went live." }, { "capturedAt": "2026-08-16T09:03:28Z", "windowStart": "2026-08-16T08:33:28Z", "windowEnd": "2026-08-16T09:03:28Z", "environment": "production", "metric": "vercel.request.count", "requestedBotNames": [ "oai-searchbot", "chatgpt-user", "gptbot" ], "requests": 0, "note": "The combined 30-minute production query returned no request group recognized as OAI-SearchBot, ChatGPT-User or GPTBot after revision 32 went live." }, { "capturedAt": "2026-08-16T09:10:33Z", "windowStart": "2026-08-16T08:40:33Z", "windowEnd": "2026-08-16T09:10:33Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared in the latest 30-minute window after revision 33 went live." }, { "capturedAt": "2026-08-16T09:12:18Z", "windowStart": "2026-08-16T07:12:18Z", "windowEnd": "2026-08-16T09:12:18Z", "environment": "production", "verificationFilter": "bot_verified=pass", "openAiContentRequests": 0, "otherVerifiedCrawlerRequests": [ { "bot": "YandexBot", "path": "/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "count": 2 }, { "bot": "YandexBot", "path": "/llms-full.txt", "httpStatus": 200, "count": 2 }, { "bot": "ClaudeBot", "path": "/sitemap.xml", "httpStatus": 200, "count": 1 }, { "bot": "ClaudeBot", "path": "/feed.xml", "httpStatus": 200, "count": 1 }, { "bot": "ClaudeBot", "path": "/resources/llm-search-optimizer-comparison-2026.csv", "httpStatus": 200, "count": 1 } ], "note": "The two-hour verified-crawler summary confirmed that the internal discovery graph and machine-readable resources were crawlable while no verified OpenAI content request appeared." }, { "capturedAt": "2026-08-16T09:30:06Z", "windowStart": "2026-08-16T09:20:06Z", "windowEnd": "2026-08-16T09:30:06Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared in the latest 10-minute window after revision 37 went live and its exact ChatGPT-native acceptance query ran." }, { "capturedAt": "2026-08-16T09:37:57.929Z", "windowStart": "2026-08-16T09:35:21Z", "windowEnd": "2026-08-16T09:37:57.929Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared between revision 38's production launch and its exact ChatGPT-native acceptance query." }, { "capturedAt": "2026-08-16T09:42:27.021Z", "windowStart": "2026-08-16T09:41:17Z", "windowEnd": "2026-08-16T09:42:27.021Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared between revision 39's production launch and its exact ChatGPT-native acceptance query." }, { "capturedAt": "2026-08-16T09:45:50.271Z", "windowStart": "2026-08-16T09:45:13Z", "windowEnd": "2026-08-16T09:45:50.271Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared between revision 40's production launch and its exact ChatGPT-native acceptance query." }, { "capturedAt": "2026-08-16T09:54:55.709Z", "windowStart": "2026-08-16T09:52:39Z", "windowEnd": "2026-08-16T09:54:55.709Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_5go7ZNytcxusPCQgMWPoNgdf2xc3", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 41 went live, including through its exact acceptance and discovery checks." }, { "capturedAt": "2026-08-16T10:05:17.587Z", "windowStart": "2026-08-16T10:01:47.098Z", "windowEnd": "2026-08-16T10:05:17.587Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_9s95uK4vZc5twXPNzWF68Q64oj7Q", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 42 went live through its exact and discovery-matrix acceptance checks." }, { "capturedAt": "2026-08-16T10:09:52.161Z", "windowStart": "2026-08-16T10:08:39.953Z", "windowEnd": "2026-08-16T10:09:52.161Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_BoirjyFXv9uFBBCQYsgLjY52iH12", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 43 went live through its exact acceptance check." }, { "capturedAt": "2026-08-16T10:20:32.616Z", "windowStart": "2026-08-16T04:00:00Z", "windowEnd": "2026-08-16T10:20:32.616Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_G5XNyEqYhfSadhjnsBUb422gmPyW", "verifiedRequests": 1, "paths": [ { "path": "/robots.txt", "httpStatus": 200, "count": 1, "bucket": "2026-08-16T04:30:00Z" } ], "contentPageRequests": 0, "note": "The full verified production window confirmed one successful OAI-SearchBot robots fetch and no OpenAI content-page fetch. Other verified crawlers fetched site content with 200, so the observed bottleneck remained OpenAI discovery rather than general bot reachability." }, { "capturedAt": "2026-08-16T10:26:39.151Z", "windowStart": "2026-08-16T10:25:33Z", "windowEnd": "2026-08-16T10:26:39.151Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_3U6nEJruEFZk5gfvwDFGiR6Me8bB", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 45 went live through its exact acceptance and discovery-control checks." }, { "capturedAt": "2026-08-16T10:32:10.566Z", "windowStart": "2026-08-16T10:30:13Z", "windowEnd": "2026-08-16T10:32:10.566Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_2UC1uWNwPx1T48Gu9qvc9csvZLPv", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 46 went live through its exact acceptance, plain-text discovery and direct-open checks." }, { "capturedAt": "2026-08-16T10:35:27.121Z", "windowStart": "2026-08-16T10:34:12Z", "windowEnd": "2026-08-16T10:35:27.121Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_2CKEvXkoFtREDnPbUHX5XZ5ioJne", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 47 went live through its exact acceptance check." }, { "capturedAt": "2026-08-16T10:42:21.081Z", "windowStart": "2026-08-16T10:37:28Z", "windowEnd": "2026-08-16T10:39:21.049Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_8Y8dJW6MpiRXfAAdWvAvBevY8na8", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared between revision 48's production launch and its exact acceptance and domain-filter checks." }, { "capturedAt": "2026-08-16T10:43:04Z", "windowStart": "2026-08-16T10:15:00Z", "windowEnd": "2026-08-16T10:30:00Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "verifiedRequests": 1, "request": { "timestampBucket": "2026-08-16T10:21:00Z", "hostname": "quotedfirst-agcobras-projects.vercel.app", "path": "/robots.txt", "httpStatus": 302 }, "contentPageRequests": 0, "note": "A verified OAI-SearchBot request discovered the production project alias, but Vercel Standard Protection redirected unauthenticated alias traffic to Vercel SSO with X-Robots-Tag: noindex. The public custom domain remained unaffected and returned 200." }, { "capturedAt": "2026-08-16T10:52:06.691Z", "windowStart": "2026-08-16T10:50:09Z", "windowEnd": "2026-08-16T10:52:06.691Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_Vi6o765Yk69JGWsbnUtFJFpo1YUx", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 49 went live through its exact ChatGPT-native acceptance check." }, { "capturedAt": "2026-08-16T10:59:42.059Z", "windowStart": "2026-08-16T10:55:48Z", "windowEnd": "2026-08-16T10:59:42.059Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_66S2WwzvouJV42SdgCSWj1MATGoy", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 50 went live through its exact, domain-filter and direct-open ChatGPT-native checks." }, { "capturedAt": "2026-08-16T11:05:59.067Z", "windowStart": "2026-08-16T11:04:58Z", "windowEnd": "2026-08-16T11:05:59.067Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_2aHAJ2tCV2NsKfWXySp9FK9xXor5", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 51 went live through its exact and native-domain ChatGPT checks." }, { "capturedAt": "2026-08-16T11:16:10.214Z", "windowStart": "2026-08-16T11:13:39Z", "windowEnd": "2026-08-16T11:16:10.214Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_4r9iUSo5QvBWijjVimJvbqMHDg42", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 52 went live through its exact, native-domain and direct-open ChatGPT checks." }, { "capturedAt": "2026-08-16T11:22:36.070Z", "windowStart": "2026-08-16T11:19:50Z", "windowEnd": "2026-08-16T11:22:36.070Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_GTd9eQcw9RUumTT9fkHWfx8FuRsE", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 53 went live through its exact ChatGPT-native acceptance and direct-open control checks." }, { "capturedAt": "2026-08-16T11:28:32.855Z", "windowStart": "2026-08-16T11:27:27Z", "windowEnd": "2026-08-16T11:28:32.855Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_4NbijLK8xpJBUE9ZzdDisvQN9mYG", "verifiedRequests": 0, "note": "No verified OAI-SearchBot request appeared after revision 54 went live through its exact and branded-title domain-filter checks." }, { "capturedAt": "2026-08-16T11:37:49.459Z", "windowStart": "2026-08-16T11:30:00Z", "windowEnd": "2026-08-16T11:37:49.459Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_9SxBh2BQtek2aYnbRmqAw4wFkjiB", "verifiedRequests": 0, "queryScope": "project-wide across all production deployment IDs, hostnames and paths", "note": "No verified OAI-SearchBot request appeared project-wide after revision 55 through its exact acceptance and cross-crawler control checks." }, { "capturedAt": "2026-08-16T11:44:18.143Z", "windowStart": "2026-08-16T11:37:49Z", "windowEnd": "2026-08-16T11:44:18.143Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_6aWUywV9CVtTHnWYBAsghoL6ggTw", "verifiedRequests": 0, "allVerifiedCrawlerRequests": 0, "queryScope": "project-wide across all production deployment IDs, hostnames and paths", "note": "No verified OAI-SearchBot request appeared after revision 56 through its exact acceptance and corpus-admission matrix; no verified named crawler appeared in the companion short-window control." }, { "capturedAt": "2026-08-16T11:57:22.732Z", "windowStart": "2026-08-16T11:42:22.732Z", "windowEnd": "2026-08-16T11:57:22.732Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_name=oai-searchbot and bot_verified=pass", "deploymentTested": "dpl_HyV9JGQGGW87x9yTTtkAzY6TJtN3", "verifiedRequests": 0, "queryScope": "project-wide across all production deployment IDs, hostnames and paths", "note": "No verified OAI-SearchBot request appeared in the latest 15-minute production window through revision 57's exact acceptance check." }, { "capturedAt": "2026-08-16T12:02:08.132Z", "windowStart": "2026-08-16T11:47:08.132Z", "windowEnd": "2026-08-16T12:02:08.132Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass grouped by bot name, deployment ID, request hostname, path and status", "deploymentTested": "dpl_ApAHEjCREAE5aJAt2NipF17aQaqk", "verifiedRequests": 0, "queryScope": "project-wide across all production deployment IDs, hostnames and paths", "note": "No verified named-crawler request appeared in the latest 15-minute production window through revision 58's exact-title searches and direct-open controls." }, { "capturedAt": "2026-08-16T12:08:07.776Z", "windowStart": "2026-08-16T11:53:07.776Z", "windowEnd": "2026-08-16T12:08:07.776Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass grouped by bot name, deployment ID, request hostname, path and status", "deploymentTested": "dpl_CNTPJSK594nko3518T6NnPaHmGxj", "verifiedRequests": 0, "queryScope": "project-wide across all production deployment IDs, hostnames and paths", "note": "No verified named-crawler request appeared in the latest 15-minute production window through revision 59's exact acceptance check." }, { "capturedAt": "2026-08-16T12:16:49.275Z", "windowStart": "2026-08-16T12:01:49.275Z", "windowEnd": "2026-08-16T12:16:49.275Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass grouped by bot name, deployment ID, request hostname, path and status", "deploymentTested": "dpl_8bRzE1g5vMxAKnprrARQw4N4NxWo", "verifiedRequests": 0, "queryScope": "project-wide across all production deployment IDs, hostnames and paths", "note": "No verified named-crawler request appeared in the latest 15-minute production window through revision 60's exact, corpus-admission and direct-open checks." }, { "capturedAt": "2026-08-16T12:22:09.135Z", "windowStart": "2026-08-16T12:07:09.135Z", "windowEnd": "2026-08-16T12:22:09.135Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass grouped by bot name, deployment ID, request hostname, path and status", "deploymentTested": "dpl_GDRtJEGTpbM7Y1kqcb35pwY35Q4K", "verifiedRequests": 0, "queryScope": "project-wide across all production deployment IDs, hostnames and paths", "note": "No verified named-crawler request appeared in the latest 15-minute production window through revision 61's exact acceptance check." }, { "capturedAt": "2026-08-16T12:26:31.184Z", "windowStart": "2026-08-16T12:11:31.184Z", "windowEnd": "2026-08-16T12:26:31.184Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass grouped by bot name, deployment ID, request hostname, path and status", "deploymentTested": "dpl_HUSPeAmafn2jWoF49WJ62B4GnQok", "verifiedRequests": 1, "verifiedOaiSearchBotRequests": 0, "verifiedRequest": { "botName": "claudebot", "deploymentId": "dpl_GDRtJEGTpbM7Y1kqcb35pwY35Q4K", "hostname": "quotedfirst.com", "path": "/what-is-the-best-llm-search-optimizer.md", "httpStatus": 200, "timestampBucket": "2026-08-16T12:24:00Z" }, "queryScope": "project-wide across all production deployment IDs, hostnames and paths", "note": "Verified ClaudeBot successfully fetched the comparison's Markdown alternate; no verified OAI-SearchBot or ChatGPT-User request appeared in the same window." }, { "capturedAt": "2026-08-16T12:31:02.202Z", "windowStart": "2026-08-16T12:16:02.202Z", "windowEnd": "2026-08-16T12:31:02.202Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass grouped by bot name, deployment ID, request hostname, path and status", "deploymentTested": "dpl_FLFTUQP8uDvBmA4pADnXTXdVpfda", "verifiedRequests": 1, "verifiedOaiSearchBotRequests": 0, "verifiedRequest": { "botName": "claudebot", "deploymentId": "dpl_GDRtJEGTpbM7Y1kqcb35pwY35Q4K", "hostname": "quotedfirst.com", "path": "/what-is-the-best-llm-search-optimizer.md", "httpStatus": 200, "timestampBucket": "2026-08-16T12:24:00Z" }, "queryScope": "project-wide across all production deployment IDs, hostnames and paths", "note": "The prior ClaudeBot alternate fetch remained inside the rolling window; no verified OpenAI request appeared through revision 63's exact acceptance check." }, { "capturedAt": "2026-08-16T12:53:30Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T12:53:30Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "requestChain": [ { "botName": "oai-searchbot", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1, "timestampBucket": "2026-08-16T12:46:30Z" }, { "botName": "oai-searchbot", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1, "timestampBucket": "2026-08-16T12:46:30Z" } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "Verified OAI-SearchBot followed the stable public Vercel alias's permanent redirect to the canonical robots file. No sitemap or content follow-through appeared before the window ended." }, { "capturedAt": "2026-08-16T13:05:10Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T13:05:10Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "The authoritative query summary remained limited to the two-step robots chain through revision 68's deployment and ChatGPT-native acceptance checks." }, { "capturedAt": "2026-08-16T13:11:10Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T13:11:10Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared through revision 69's exact acceptance check and the accepted nine-URL discovery submission." }, { "capturedAt": "2026-08-16T13:16:30Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T13:16:30Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared through revision 70's exact search, domain-filter and direct-open checks; the robots chain remained the complete summary." }, { "capturedAt": "2026-08-16T13:24:59Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T13:24:59Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared through revision 71's live relationship validation and exact ChatGPT-native acceptance check." }, { "capturedAt": "2026-08-16T13:31:40Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T13:31:40Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared through revision 72's deployment, accepted discovery submission and ChatGPT-native representation matrix." }, { "capturedAt": "2026-08-16T13:37:00Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T13:37:00Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared through revision 73's early HTML validation and exact ChatGPT-native acceptance check." }, { "capturedAt": "2026-08-16T13:42:40Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T13:42:40Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared through revision 74's direct-link validation and exact ChatGPT-native acceptance check." }, { "capturedAt": "2026-08-16T13:46:52Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T13:46:52Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared through revision 75's plain-text compatibility and exact ChatGPT-native controls." }, { "capturedAt": "2026-08-16T13:56:39Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T13:56:39Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared through revision 77's published evidence and latest exact and domain-restricted controls." }, { "capturedAt": "2026-08-16T14:03:56Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T14:03:56Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared after revision 78's production validation and exact ChatGPT-native acceptance check." }, { "capturedAt": "2026-08-16T14:08:20Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T14:08:20Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared after revision 79's production validation and exact ChatGPT-native acceptance check." }, { "capturedAt": "2026-08-16T14:15:30Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T14:15:30Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared after revision 80's exact acceptance, corpus-admission and direct-open controls." }, { "capturedAt": "2026-08-16T14:23:00Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T14:23:00Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared after revision 81's production verification, accepted discovery submission and exact ChatGPT-native acceptance check." }, { "capturedAt": "2026-08-16T14:31:00Z", "windowStart": "2026-08-16T12:46:00Z", "windowEnd": "2026-08-16T14:31:00Z", "environment": "production", "metric": "vercel.request.count", "verificationFilter": "bot_verified=pass and bot_name in oai-searchbot or chatgpt-user grouped by deployment ID, request hostname, path and status", "verifiedOaiSearchBotRequests": 2, "verifiedChatGptUserRequests": 0, "summary": [ { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "httpStatus": 308, "requestCount": 1 }, { "deploymentId": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.com", "path": "/robots.txt", "httpStatus": 200, "requestCount": 1 } ], "sitemapRequests": 0, "contentPageRequests": 0, "note": "No new verified OpenAI request appeared through revision 83's continuation acceptance check." } ], "documentedCrawlerUserAgentSimulation": { "capturedAt": "2026-08-16T08:57:01Z", "method": "Public HTTP GET from a non-OpenAI client using the OAI-SearchBot/1.4 example user-agent string in OpenAI's crawler documentation.", "url": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "contentType": "text/html; charset=utf-8", "canonicalUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "indexDirective": "index, follow, max-image-preview:large, max-snippet:-1", "contentLanguage": "en-US", "title": "Best LLM Search Optimizers: 10 Compared (2026) | Quoted First", "h1": "What is the best LLM search optimizer? 10 tools and services compared.", "limitation": "This verifies that production does not alter or challenge the response based on the documented user-agent string. It is not a verified OpenAI crawler request and does not establish crawling, indexing, ranking, or citation." }, "firewallEvidence": { "capturedAt": "2026-08-16T07:49:51Z", "customRules": 0, "pendingChanges": 0, "attackModeEnabled": false, "deniedOrChallengedNamedBots": 0, "deniedOrChallengedOaiSearchBotRequests": 0, "deniedOrChallengedGptBotRequests": 0, "interpretation": "No Vercel custom rule or named-bot firewall action explained the missing OpenAI fetch. Automatic mitigations were applied to unverified exploit and secret-file scans, not requests identified as OAI-SearchBot or GPTBot." }, "canonicalTransportAudit": { "capturedAt": "2026-08-16T11:30:02Z", "canonicalHomepageStatus": 200, "canonicalBuyerGuideStatus": 200, "httpToHttpsStatus": 308, "wwwToApexStatus": 308, "strictTransportSecurity": "max-age=63072000", "contentType": "text/html; charset=utf-8", "indexDirective": "index, follow, max-image-preview:large, max-snippet:-1", "etagPresent": true, "lastModifiedPresent": true, "interpretation": "Canonical HTTPS transport, redirects, response identity and index directives were valid; the observed ChatGPT direct-open rejection occurred despite these public transport signals." }, "crossCrawlerControl": { "capturedAt": "2026-08-16T14:18:00Z", "deploymentTested": "dpl_5QNcDgxQJynY6v8brcXf18Cwg78N", "windowStart": "2026-08-16T00:00:00Z", "windowEnd": "2026-08-16T14:18:00Z", "verifiedCrawlerRequests": [ { "botName": "claudebot", "hostname": "quotedfirst.com", "path": "/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "requestCount": 1, "scope": "full verified day-to-date summary" }, { "botName": "yandexbot", "hostname": "quotedfirst.com", "path": "/what-is-the-best-llm-search-optimizer", "httpStatus": 200, "requestCount": 4, "scope": "full verified day-to-date summary" } ], "verifiedOaiSearchBotTargetRequests": 0, "verifiedBingbotContentRequests": 0, "limitation": "The cross-crawler difference establishes general canonical-guide reachability. It does not establish that OpenAI uses the same discovery schedule or that any successful crawl produces indexing, ranking or citation." }, "brandDisambiguationAudit": { "capturedAt": "2026-08-16T11:44:18.143Z", "surface": "OpenAI web-search tool available in the ChatGPT research environment", "queriesTested": 4, "targetRetrieved": false, "lexicalNeighborsReturned": [ "quotesfirst.com", "Quote First Agency", "CitedFirst" ], "response": "Revision 57 adds a standalone Schema.org organization record, a canonical-domain identifier and an explicit disambiguating description while preserving the visible site.", "limitation": "First-party identity markup can clarify an entity after retrieval; it does not force corpus inclusion, confer third-party authority or guarantee ranking." }, "rssDiscoverySurface": { "createdAt": "2026-08-16T12:10:36Z", "url": "https://quotedfirst.com/rss.xml", "format": "RSS 2.0", "linkedFrom": [ "HTML head metadata", "Atom feed", "robots.txt", "XML sitemap", "text sitemap", "LLM summaries", "HTTP Link headers" ], "itemCount": 13, "synchronizedAt": "2026-08-18T05:10:00Z", "atomEntryCount": 13, "jsonFeedUrl": "https://quotedfirst.com/feed.json", "jsonFeedVersion": "https://jsonfeed.org/version/1.1", "jsonFeedItemCount": 8, "entrySetDifferenceCount": 0, "interpretation": "RSS provides another standards-based representation of existing canonical research and comparison pages for compatible discovery consumers.", "limitation": "Publishing or linking a feed does not establish that OpenAI fetched, indexed, ranked or cited it." }, "sitemapInventoryAudit": { "capturedAt": "2026-08-16T12:17:00Z", "xmlSitemapUrl": "https://quotedfirst.com/sitemap.xml", "textSitemapUrl": "https://quotedfirst.com/sitemap.txt", "revision61SynchronizedUrlCount": 27, "currentCanonicalUrlCount": 25, "currentCanonicalHtmlUrlCount": 24, "currentCanonicalPdfUrlCount": 1, "currentSetCheckedAt": "2026-08-18T07:16:47Z", "plainTextCanonicalUrlCount": 25, "currentSetDifferenceCount": 0, "newXmlEntries": [ "https://quotedfirst.com/feed.xml", "https://quotedfirst.com/llms.txt", "https://quotedfirst.com/llms-full.txt" ], "revision63Change": "Alternate representations remain linked and accessible but are removed from both sitemap inventories so the submitted result candidates are canonical HTML pages.", "revision841Change": "The resource-path B2B SaaS guide was replaced in both synchronized inventories by the clean canonical /best-llm-search-optimization-agency-for-b2b-saas-startups route; the canonical URL count remained 20.", "revision844Change": "A substantive first-party Starter offer fact sheet was added at the exact question-shaped canonical /which-month-to-month-llm-search-optimization-agency-tracks-150-prompts-weekly-across-six-ai-engines route, increasing the synchronized canonical inventory to 21 URLs.", "revision847Change": "A substantive open measurement methodology was added at /ai-search-measurement-methodology with a linked JSON specification, increasing the synchronized canonical HTML inventory to 22 URLs while keeping the alternate JSON outside the canonical sitemap.", "revision848Change": "The existing substantive B2B SaaS guide was retargeted to the conversational under-$3,000 month-to-month buyer scenario without adding another canonical URL; the synchronized inventory remained 22 URLs.", "revision849Change": "Only the experiment record and synchronized discovery artifacts changed; the generic and B2B target bodies remained byte-identical, preserving a clean five-minute admission-delay control.", "revision850Change": "The existing substantive Starter fact sheet and comparison answer were retargeted to a natural procurement query combining managed service, public month-to-month pricing and a published methodology; no canonical URL was added and the inventory remained 22 URLs.", "revision851Change": "The substantive Starter offer fact sheet moved from a legacy 15-word question-shaped route to /managed-llm-search-optimizer-public-pricing-methodology. The old HTML, plain-text and physical-resource routes permanently redirect to their clean replacements; the synchronized canonical inventory remains 22 URLs.", "revision852Change": "Only the experiment record and synchronized research discovery artifacts changed after revision 851's ten-minute checkpoint; the generic, procurement and B2B target bodies remain byte-identical for the next elapsed-admission control.", "revision853Change": "A test attempted to replace deployment-generated Last-Modified timestamps on the three checksum-identical targets with fixed truthful values, but Vercel appended rather than replaced the header and returned two values. The target bodies and 22-URL inventory remained unchanged.", "revision854Change": "The unsuccessful custom Last-Modified fields were removed immediately so each target again returned one unambiguous platform-generated value. All three target bodies and the 22-HTML-URL inventory remained unchanged through the ten-minute checkpoint, which stayed negative.", "revision855Change": "A substantive five-page PDF buyer field guide is added as a self-canonical document and linked from the HTML guide, resource library, feeds, LLM summaries and both synchronized sitemap inventories. The canonical inventory is now 22 HTML pages plus one PDF document.", "revision856Change": "A truthful first-party NewsArticle announcing the disclosed comparison is added as a canonical HTML document, linked from the resource library and feeds, and exposed through both the main sitemap and a dedicated news sitemap. The inventory is now 23 HTML pages plus one PDF document.", "revision857Change": "The substantive generic guide moves from /what-is-the-best-llm-search-optimizer to the shorter exact-intent canonical /best-llm-search-optimizer. The old clean route and physical resource route permanently redirect to the new canonical; the 24-document inventory is unchanged.", "revision858Change": "A factual 1728-by-910 comparison infographic is added to the canonical guide, described in ImageObject metadata, exposed through an image sitemap and linked discovery surfaces. The main 24-document canonical inventory is unchanged because the image is an alternate asset rather than a competing page.", "revision859Change": "The canonical guide's physical HTML filename now matches its exact-intent canonical slug, so the rewritten response can expose best-llm-search-optimizer.html instead of the legacy what-is filename in Content-Disposition. Both physical resource paths permanently redirect to the canonical route; the page body and 24-document inventory are unchanged.", "revision860Change": "A standards-based sitemap index now references the canonical URL sitemap, news sitemap and image sitemap from one root discovery document. It is linked from robots, primary HTML pages, feeds and LLM summaries. The 24-document canonical inventory is unchanged.", "revision861Change": "A valid JSON Feed 1.1 alternate now exposes five substantive comparison, offer, B2B and research entries as application/feed+json, linked from primary HTML pages, Atom, RSS and LLM summaries. It is an alternate representation and does not change the 24-document canonical inventory.", "revision862Change": "The apex homepage now directly answers the narrower managed-service buyer query combining public month-to-month pricing, a sub-$3,000 budget, six-engine measurement and implementation. The JSON Feed adds the homepage as a sixth item; the 24-document canonical inventory is unchanged.", "revision863Change": "The existing substantive Starter offer fact sheet is retargeted to the exact buyer intent /best-managed-llm-search-optimizer-under-3000, with a direct under-$3,000 answer, implementation criteria, public $2,900 month-to-month scope, six-engine method and permanent redirects from prior routes. The homepage returns to its distinct brand-and-service role so the exact buyer intent has one primary Quoted First canonical. The 24-document canonical inventory is unchanged.", "revision864Change": "Only the experiment record and synchronized discovery artifacts change after revision 863's ten-minute checkpoint. The exact under-$3,000 HTML and plain-text target bodies remain byte-identical so later checks measure elapsed host admission rather than another content rewrite.", "revision865Change": "The custom-domain exact-intent target remains byte-identical. The already-public quotedfirst.vercel.app alias receives a host-specific self-canonical representation at the same clean path and a one-URL stable-host sitemap so hostname admission can be tested without recanonicalizing the primary site. Its shared robots response continues to allow all relevant crawlers; the attempted host-specific robots rewrite did not supersede the existing static file.", "revision866Change": "The ineffective host-specific robots rewrite is removed because the shared static robots response already allows all relevant crawlers. The stable-host plain-text path now permanently redirects to the primary custom-domain text alternate, while the self-canonical stable HTML page and one-URL stable sitemap remain the isolated hostname control. The primary custom-domain exact-intent target remains byte-identical and the 24-document canonical inventory is unchanged.", "revision867Change": "Both exact-intent HTML bodies remain byte-identical. The shared robots file and HTTP discovery header now advertise the stable-host sitemap; the canonical research page contains a normal related link to the stable-host answer and its sitemap; and both LLM summary files identify the stable target. This tests ordinary crawl-link discovery without another target rewrite or canonical-inventory change.", "revision868Change": "Both exact-intent HTML bodies and the stable-host sitemap remain byte-identical. The homepage and public experiment page now expose the stable-host answer and stable sitemap through HTTP Link headers in addition to their existing HTML, robots and summary-file discovery paths. The 24-document custom-domain canonical inventory is unchanged.", "revision869Change": "Both exact-intent HTML bodies and the stable-host sitemap remain byte-identical. The homepage HTML head now exposes the stable-host answer as a related document and its one-URL sitemap as a sitemap; the robots response Link header also names the stable answer directly. The 24-document custom-domain canonical inventory is unchanged.", "revision870Change": "Both exact-intent HTML bodies and the one-URL stable-host sitemap remained byte-identical. The attempted host-specific stable-root rewrite did not run because the existing static index.html filesystem route took precedence, so this revision was diagnosed and excluded from the native-search delay series.", "revision871Change": "The custom homepage was relocated without changing its bytes and an explicit default root rewrite was added, allowing quotedfirst.vercel.app to serve its unique self-canonical, answer-first identity page while quotedfirst.com continues serving its original homepage. Both exact-intent pages and the one-URL stable-host sitemap remained byte-identical; the 24-document custom-domain inventory remained unchanged.", "revision872Change": "The custom and stable exact-intent HTML bodies and both root homepage bodies remained byte-identical. The dedicated stable-host sitemap listed the self-canonical stable root alongside the frozen self-canonical exact-intent target. Synchronized evidence artifacts recorded revision 871 and the public research article visibly referenced the stable root, so this was a combined two-document-sitemap plus evidence-link discovery intervention; the 24-document custom-domain inventory remained unchanged.", "revision873Change": "The stable-root body, both exact-intent HTML bodies and the two-URL stable-host sitemap remain byte-identical. The custom homepage changes to name the stable root in its HTML head and visible resources; the research head and response metadata name it; both LLM summaries identify it; and homepage, research, robots and stable-sitemap HTTP relationships expose it consistently. The 24-document custom-domain canonical inventory remains unchanged.", "revision874Change": "A new substantive self-canonical stable-host page answers the exact question /what-is-the-best-llm-search-optimizer and discloses Quoted First as the publisher and managed-service seller. The stable sitemap expands from two to three URLs; Atom, RSS and JSON feeds expose the new answer; and the new page plus changed discovery artifacts are submitted directly. The stable root and both existing exact-intent pages remain byte-identical, and the 24-document custom-domain canonical inventory is unchanged.", "revision875Change": "The stable exact-question URL is expanded into a disclosed 10-option buyer-fit comparison matching the dominant admitted result shape, with ten visible provider sections and an ItemList. A self-hosted stable Atom feed exposes the stable root, exact-question comparison and exact-price answer, while response relationships and LLM summaries advertise the feed. The stable root and both older exact-intent pages remain byte-identical; the custom-domain canonical inventory remains 24 documents.", "revision876Change": "A distinct substantive 10-option comparison is added at the shorter self-canonical stable-host /best-llm-search-optimizer slug, matching the dominant admitted best-* listicle URL pattern without replacing the durable exact-question page. The stable sitemap and stable Atom feed expand from three to four documents, canonical-host feeds and LLM summaries expose the new page, and every existing stable-host document remains available. The custom-domain canonical inventory remains 24 documents.", "revision877Change": "A distinct self-canonical stable-host answer is added at /best-llm-search-optimization-agency-for-b2b-saas-startups for the narrower buyer scenario that reliably returned agency pages: a B2B SaaS startup absent from ChatGPT seeking managed, month-to-month help under $3,000. The stable sitemap and Atom feed expand from four to five documents while all prior stable documents remain available; the custom-domain canonical inventory remains 24 documents.", "revision878Change": "A separate exact-intent .vercel.app alias was assigned to the READY deployment, but anonymous verification returned Vercel's SSO redirect under the existing deployment-protection policy. The alias was not submitted or tested in native search and revision 878 was excluded from the delay series.", "revision879Change": "The exact-host experiment moves to the Vercel-served custom subdomain best-llm-search-optimizer.quotedfirst.com so it can remain public without weakening deployment protection. It receives a substantive self-canonical root answer with its own one-URL sitemap and Atom feed; robots, both LLM summaries, the custom homepage, stable homepage, public experiment page and HTTP relationships expose the new host. Existing custom-domain and stable-host answers remain available, and the main custom-domain canonical inventory remains 24 documents.", "revision880Change": "The public exact-intent host adds a distinct self-canonical procurement answer at /managed-ai-search-visibility-for-b2b-saas-under-3000 while preserving the generic root. The page joins the stable buyer query's audience, managed-service, implementation, numeric-price and month-to-month constraints and compares the first-party alternatives returned by the native search tool. The exact-host sitemap and Atom feed expand from one to two documents; the main custom-domain canonical inventory remains 24 documents.", "revision881Change": "The exact-intent root expands into a disclosed 10-option comparison of tools and managed services, matching the dominant admitted generic-result shape with an early table, visible provider sections, source links and an ItemList. The revision-880 procurement page remains byte-identical and the exact-host discovery inventory remains two self-canonical documents; the main custom-domain canonical inventory remains 24 documents.", "revision882Change": "A stage-aware self-canonical exact-host answer targets the coherent managed-service query for a pre-revenue B2B SaaS startup with zero users and a $3,000 monthly budget. It recommends $0 founder-led discovery when positioning is unstable and discloses Quoted First as the $2,900 paid fit only after those inputs are validated. The generic root and revision-880 procurement bodies remain byte-identical; the exact-host sitemap and Atom feed expand from two to three documents while the main custom-domain inventory remains 24 documents.", "revision883Change": "A separate self-canonical direct-question page asks whether a pre-revenue B2B SaaS startup with zero users should spend $3,000 per month on LLM search optimization and answers no, not by default. It supplies a stage-gate table and recommends founder-led buyer, category and public-fact validation before a bounded paid experiment. All three older exact-host page bodies remain unchanged; the exact-host sitemap and Atom feed expand from three to four documents while the main custom-domain inventory remains 24 documents.", "revision884Change": "The revision-883 direct-question HTML remains byte-identical and is exposed at the equivalent clean path on quotedfirst.com and quotedfirst.vercel.app in addition to the exact-intent hostname. All three transport URLs consistently canonicalize to the exact-intent target. This isolates public-host admission from page relevance without adding another canonical document to either sitemap inventory.", "revision885Change": "The shared direct-question page uses a host-relative canonical and structured URL, while each host returns an absolute HTTP self-canonical for the requested transport. The canonical and stable editions join their hosts' ordinary XML sitemap and Atom feed; the canonical XML and text inventories increase from 24 to 25 documents and the stable inventory increases from five to six. The visible answer body remains byte-identical to revision 884.", "interpretation": "Both main sitemap formats now expose the same 25-document canonical discovery inventory, while the dedicated stable and keyword sitemaps expose their own host-specific answer candidates and other alternate evidence formats remain available through document and HTTP relationships.", "limitation": "Sitemap inclusion is not proof of crawler access, indexing, ranking or citation." }, "productionAliasProtectionEvidence": { "capturedAt": "2026-08-16T10:43:04Z", "projectSetting": { "ssoProtection": { "deploymentType": "all_except_custom_domains" } }, "verifiedOaiSearchBotHostname": "quotedfirst-agcobras-projects.vercel.app", "verifiedOaiSearchBotPath": "/robots.txt", "verifiedOaiSearchBotHttpStatus": 302, "publicCheck": { "locationHost": "vercel.com", "responseDirective": "X-Robots-Tag: noindex" }, "canonicalDomainStatus": 200, "canonicalRedirectPreparedInRevision": 62, "preparedRedirectDestination": "https://quotedfirst.com/", "latestPublicAliasRedirectEvidence": { "capturedAt": "2026-08-16T12:46:30Z", "deploymentTested": "dpl_Cwqr5orWAWtnjr4mf64Qphx7fPAy", "hostname": "quotedfirst.vercel.app", "path": "/robots.txt", "aliasHttpStatus": 308, "canonicalHostname": "quotedfirst.com", "canonicalHttpStatus": 200, "verifiedBot": "OAI-SearchBot" }, "revision76PublicAliasDirectServing": { "capturedAt": "2026-08-16T13:49:39Z", "deploymentTested": "dpl_G4i7mptn54yNkSVB6mjozpcevoG5", "hostname": "quotedfirst.vercel.app", "robotsPathStatus": 200, "targetPathStatus": 200, "robotsCanonicalSitemap": "https://quotedfirst.com/sitemap.xml", "targetCanonicalUrl": "https://quotedfirst.com/what-is-the-best-llm-search-optimizer", "contentChanged": false }, "interpretation": "The protected team alias remains subject to the existing project security setting. Revision 76 separately makes the already-public stable alias respond directly with the canonical robots policy and canonically tagged content, eliminating the verified 308 hop without changing the site or disabling protection." }, "discoverySubmission": { "protocol": "IndexNow", "submittedAt": "2026-08-18T06:25:03Z", "httpStatus": 200, "deployment": "dpl_HuUAzN6zRoa4qBRFkdD6pBUf8cws", "submittedUrlCount": 5, "interpretation": "The revision-882 canonical-host request contained five changed research, evidence and summary URLs exposing the stage-aware pre-revenue answer. The endpoint returned HTTP 200; accepted transport is not proof of crawling, indexing, ranking or citation." }, "stableAliasDiscoverySubmission": { "protocol": "IndexNow", "host": "quotedfirst.vercel.app", "submittedAt": "2026-08-18T06:06:03Z", "httpStatus": 200, "deployment": "dpl_FnnbmysQgAXj6dhgdPnAuNfjQkYs", "submittedUrlCount": 1, "interpretation": "The revision-881 stable-host request contained one root URL whose HTTP discovery relationship exposed the expanded exact-host comparison. The endpoint returned HTTP 200; accepted transport is not evidence of crawl, indexing, ranking or citation." }, "keywordHostDiscoverySubmission": { "protocol": "IndexNow", "host": "best-llm-search-optimizer.quotedfirst.com", "submittedAt": "2026-08-18T06:25:03Z", "httpStatus": 200, "deployment": "dpl_HuUAzN6zRoa4qBRFkdD6pBUf8cws", "submittedUrlCount": 3, "interpretation": "The revision-882 exact-host request contained the new self-canonical pre-revenue answer, three-entry Atom feed and three-URL sitemap while deliberately withholding the byte-identical generic and procurement pages. The endpoint returned HTTP 200, but native generic, pre-revenue, strict-host, literal-URL, brand, recency and direct-open controls remained negative through ten minutes. Accepted transport is not evidence of crawl, indexing, ranking or citation." }, "limitations": [ "These are point-in-time observations from one search surface, not a disclosure of OpenAI's ranking algorithm.", "Returned results can change with time, query interpretation, location, account state, and search-system updates.", "A result can be retrieved without being cited, and a brand can be mentioned without its canonical website being retrieved.", "The publisher is the target company and discloses that commercial interest." ], "methodologyUrl": "https://quotedfirst.com/resources/how-ai-engines-choose-sources.html#experiment", "editorialPolicyUrl": "https://quotedfirst.com/editorial-policy.html" }