Obility Bloghttps://obility.ai/blogField notes for AI searchenCopilot at work compares vendors from the buyer’s files as well as the webhttps://obility.ai/blog/microsoft-365-copilot-vendor-research-work-datahttps://obility.ai/blog/microsoft-365-copilot-vendor-research-work-dataSat, 14 Nov 2026 00:00:00 GMTWhen a buyer asks Microsoft 365 Copilot to compare vendors, part of the answer comes from their inbox. What that means for your pages and sales material.Hiding your price does not keep it out of AI answershttps://obility.ai/blog/hidden-pricing-ai-answers-whose-number-buyers-seehttps://obility.ai/blog/hidden-pricing-ai-answers-whose-number-buyers-seeFri, 13 Nov 2026 00:00:00 GMTAI engines quote a figure for contact-sales software from listings, rivals and estimates. What to publish instead of a price list, and how to check it.IndexNow tells Bing a page changed. It does not get the page citedhttps://obility.ai/blog/indexnow-ai-answers-what-it-reacheshttps://obility.ai/blog/indexnow-ai-answers-what-it-reachesTue, 10 Nov 2026 00:00:00 GMTWhat IndexNow reaches in AI search, from Copilot to ChatGPT and Google, why its value shows up when a fact changes, and how to check it worked.AI answers favour big brands when the question asks for onehttps://obility.ai/blog/ai-answers-big-brand-bias-qualified-questionshttps://obility.ai/blog/ai-answers-big-brand-bias-qualified-questionsMon, 09 Nov 2026 00:00:00 GMTThe study behind “big brand bias” asked engines for the most popular brands. Where a smaller company can win AI answers, and how to measure it.Opting out of AI Overviews removes your pages, not the answer buyers seehttps://obility.ai/blog/google-ai-overviews-opt-out-search-console-brandshttps://obility.ai/blog/google-ai-overviews-opt-out-search-console-brandsSun, 08 Nov 2026 00:00:00 GMTGoogle’s Search Console control can exclude your site from AI Overviews and AI Mode. What it removes, what it leaves running, and when a brand should use it.A ChatGPT plugin will not get your brand into ChatGPT’s shortlisthttps://obility.ai/blog/chatgpt-plugin-apps-sdk-ai-recommendationshttps://obility.ai/blog/chatgpt-plugin-apps-sdk-ai-recommendationsSat, 07 Nov 2026 00:00:00 GMTOpenAI’s own plugin rules say who finds a ChatGPT plugin and what its metadata may not do. Why a plugin serves customers, not new buyers.Backlinks get your pages into AI answers, but mentions get you namedhttps://obility.ai/blog/backlinks-ai-answers-links-vs-mentionshttps://obility.ai/blog/backlinks-ai-answers-links-vs-mentionsFri, 06 Nov 2026 00:00:00 GMTLinks help a page get retrieved by AI search. The answer then names whatever that page says. How to judge a link opportunity for AI answers.LinkedIn posts can reach ChatGPT answers but not Perplexity’s indexhttps://obility.ai/blog/linkedin-x-posts-ai-answers-which-engines-can-readhttps://obility.ai/blog/linkedin-x-posts-ai-answers-which-engines-can-readThu, 05 Nov 2026 00:00:00 GMTLinkedIn, X and Medium each decide which AI crawlers may read your posts. What their rules allow today, and where to put content you want cited.ChatGPT traffic converts better in vendor claims than in the largest studyhttps://obility.ai/blog/chatgpt-traffic-conversion-claims-what-they-measuredhttps://obility.ai/blog/chatgpt-traffic-conversion-claims-what-they-measuredTue, 03 Nov 2026 00:00:00 GMTClaims that ChatGPT visitors convert 4.4 or 23 times better rest on narrow data. What the largest study found, and how to test your own traffic.AI answers shortlist you under the words buyers use, not the category you coinedhttps://obility.ai/blog/coined-category-names-ai-answers-buyer-wordshttps://obility.ai/blog/coined-category-names-ai-answers-buyer-wordsMon, 02 Nov 2026 00:00:00 GMTIf you describe yourself with a term buyers never type, AI assistants may know you and still leave you off the shortlist. How to test it and fix it.When another company shares your name, AI answers have to guess which one you meanhttps://obility.ai/blog/same-name-companies-ai-answershttps://obility.ai/blog/same-name-companies-ai-answersSun, 01 Nov 2026 00:00:00 GMTAI answers can describe a namesake, or blend two companies into one. How the mix-up happens, how it skews your tracking, and what a page can do about it.Share of voice in AI answers moves with the brands you choose to counthttps://obility.ai/blog/ai-share-of-voice-who-you-counthttps://obility.ai/blog/ai-share-of-voice-who-you-countSat, 31 Oct 2026 00:00:00 GMTThe same AI answers can give you a 19 percent or a 14 percent share of voice. How the competitor list and counting rules set the number, and how to report it.The language of the question decides which brands an AI answer nameshttps://obility.ai/blog/ai-answers-query-language-local-shortlisthttps://obility.ai/blog/ai-answers-query-language-local-shortlistFri, 30 Oct 2026 00:00:00 GMTAsk ChatGPT for a supplier in Norwegian and in English and you can get two different shortlists. What two studies found, and how to measure each market.Snippet limits on your pages also limit what AI answers can usehttps://obility.ai/blog/snippet-controls-ai-overviews-copilothttps://obility.ai/blog/snippet-controls-ai-overviews-copilotThu, 29 Oct 2026 00:00:00 GMTGoogle applies nosnippet and max-snippet to AI Overviews and AI Mode, and Bing applies NOCACHE and NOARCHIVE to Copilot. How to find these rules and decide.When your brand drops out of AI answers, check what the engine changed firsthttps://obility.ai/blog/brand-dropped-out-of-ai-answers-diagnose-the-causehttps://obility.ai/blog/brand-dropped-out-of-ai-answers-diagnose-the-causeTue, 27 Oct 2026 00:00:00 GMTA sudden drop in ChatGPT or Google AI answers often starts on the engine’s side. How to date the change, rule out access and sources, then touch content.AI engines cut your page into passages, so write sentences that survive the cuthttps://obility.ai/blog/chunking-content-ai-answers-self-contained-passageshttps://obility.ai/blog/chunking-content-ai-answers-self-contained-passagesMon, 26 Oct 2026 00:00:00 GMTAnswer engines split pages into passages. What Google, Microsoft and Anthropic say about chunking, and how to write passages that make sense alone.Answers pulled through an API differ from the ones buyers see in the apphttps://obility.ai/blog/ai-visibility-tools-api-vs-app-answershttps://obility.ai/blog/ai-visibility-tools-api-vs-app-answersSun, 25 Oct 2026 00:00:00 GMTMany AI visibility tools collect answers through developer APIs. Vendor docs and a 13,779 answer test show why those differ, and how to check a tool.AI answers draw on search indexes that already filter scaled AI contenthttps://obility.ai/blog/scaled-ai-content-ai-answers-spam-policieshttps://obility.ai/blog/scaled-ai-content-ai-answers-spam-policiesFri, 23 Oct 2026 00:00:00 GMTGoogle and Bing now state how they treat AI-written pages, and both rules reach AI answers. What is allowed, what gets filtered, and how to use AI safely.Ranking yourself first on your own “best” list gets you cited, until the ranking under it slipshttps://obility.ai/blog/self-ranked-best-lists-ai-answershttps://obility.ai/blog/self-ranked-best-lists-ai-answersMon, 19 Oct 2026 00:00:00 GMTSelf-ranked “best X” lists do appear in ChatGPT and AI Overviews sources. What the evidence shows, why the tactic is fragile, and what to publish instead.AI agents visit your site in a real browser, so verify them by signaturehttps://obility.ai/blog/ai-agents-real-browser-verify-by-signaturehttps://obility.ai/blog/ai-agents-real-browser-verify-by-signatureSun, 18 Oct 2026 00:00:00 GMTWhy ChatGPT’s agent can pass as a human visitor in analytics, how signed requests prove who sent them, and how to count agent visits honestly.AI answers cannot read behind your form, so publish the findings openlyhttps://obility.ai/blog/gated-content-ai-answers-publish-the-findingshttps://obility.ai/blog/gated-content-ai-answers-publish-the-findingsSat, 17 Oct 2026 00:00:00 GMTWhy a form-gated report is nearly invisible to ChatGPT and Google’s AI answers, what Google allows for gated pages, and what to publish openly.Prompt volume for ChatGPT is modelled, not counted, so use it to compare topicshttps://obility.ai/blog/chatgpt-prompt-volume-estimates-what-they-measurehttps://obility.ai/blog/chatgpt-prompt-volume-estimates-what-they-measureFri, 16 Oct 2026 00:00:00 GMTNo AI assistant publishes how often a prompt is asked. How vendors build prompt volume figures, and what those numbers can and cannot support.The pages AI assistants invent on your site show what buyers expected to findhttps://obility.ai/blog/ai-assistants-invent-urls-404-pageshttps://obility.ai/blog/ai-assistants-invent-urls-404-pagesThu, 15 Oct 2026 00:00:00 GMTChatGPT and other assistants send visitors to URLs on your site that never existed. Which ones to redirect, and what the dead ends tell you.Ads in AI answers sit beside the recommendation, so they cannot buy ithttps://obility.ai/blog/ai-answer-ads-cannot-buy-the-recommendationhttps://obility.ai/blog/ai-answer-ads-cannot-buy-the-recommendationWed, 14 Oct 2026 00:00:00 GMTChatGPT and Google now sell ads next to AI answers. What their own documentation says an ad can change, what it cannot, and which buyers ever see one.Your AI assistant knows where you work, so it is the wrong place to check your brandhttps://obility.ai/blog/ai-memory-skews-your-own-brand-checkshttps://obility.ai/blog/ai-memory-skews-your-own-brand-checksTue, 13 Oct 2026 00:00:00 GMTChatGPT, Claude and Google’s AI Mode remember who you are. Why that skews your own brand checks, and how to run one from a buyer’s starting point.Each AI assistant searches a different index, so check your site in eachhttps://obility.ai/blog/ai-assistants-search-different-indexeshttps://obility.ai/blog/ai-assistants-search-different-indexesSun, 11 Oct 2026 00:00:00 GMTWhat Google, Microsoft, OpenAI, Anthropic and Perplexity say about the search systems behind their AI answers, and how to check your pages are in each one.AI Overviews take clicks, so the summary becomes your first impressionhttps://obility.ai/blog/ai-overviews-fewer-clicks-summary-is-the-visithttps://obility.ai/blog/ai-overviews-fewer-clicks-summary-is-the-visitSat, 10 Oct 2026 00:00:00 GMTWhat Pew Research measured about clicks when Google shows an AI Overview, what Google says in reply, and what to measure when the summary replaces the visit.Reddit feeds AI answers, which is why planted comments backfirehttps://obility.ai/blog/reddit-ai-answers-planted-commentshttps://obility.ai/blog/reddit-ai-answers-planted-commentsFri, 09 Oct 2026 00:00:00 GMTHow Reddit threads reach ChatGPT and Google’s AI answers, why a seeded brand comment is read alongside its replies, and what to do with Reddit instead.A Wikipedia page is a symptom of AI visibility, not a shortcut to ithttps://obility.ai/blog/wikipedia-page-ai-answers-independent-coveragehttps://obility.ai/blog/wikipedia-page-ai-answers-independent-coverageThu, 08 Oct 2026 00:00:00 GMTWhy Wikipedia matters to language models, what its company notability rules exclude, and the independent coverage AI answers draw on either way.GA4’s AI Assistant channel counts referrers, not every AI visithttps://obility.ai/blog/ga4-ai-assistant-channel-what-it-countshttps://obility.ai/blog/ga4-ai-assistant-channel-what-it-countsWed, 07 Oct 2026 00:00:00 GMTWhat Google Analytics’ AI Assistant channel matches, the ChatGPT visits it can miss, the flaw in Google’s sample regex, and the 13 May trend break.AI answers change on every run, so count how often you appear, not wherehttps://obility.ai/blog/ai-answers-change-every-run-measure-presence-not-rankhttps://obility.ai/blog/ai-answers-change-every-run-measure-presence-not-rankTue, 06 Oct 2026 00:00:00 GMTWhy ChatGPT, Claude and Google AI rarely repeat a brand list, why position in an answer is noise, and how many runs a visibility rate needs.The famous 40 percent GEO lift was measured with made-up evidencehttps://obility.ai/blog/geo-study-40-percent-what-it-measuredhttps://obility.ai/blog/geo-study-40-percent-what-it-measuredMon, 05 Oct 2026 00:00:00 GMTWhat the Princeton GEO study behind “add statistics and quotes for AI” actually tested, what its prompts asked for, and how to use the idea honestly.A newer date can sway an AI ranker, but only a real update holds uphttps://obility.ai/blog/ai-citations-content-dates-freshnesshttps://obility.ai/blog/ai-citations-content-dates-freshnessSat, 03 Oct 2026 00:00:00 GMTResearch shows language models favour recently dated text. What that means for refreshing pages, why date bumping is a weak bet, and how to test a refresh.AI crawlers read the HTML you send, not the page your visitors seehttps://obility.ai/blog/javascript-rendering-ai-crawlers-raw-htmlhttps://obility.ai/blog/javascript-rendering-ai-crawlers-raw-htmlFri, 02 Oct 2026 00:00:00 GMTMost AI crawlers do not run JavaScript. Why a client-rendered pricing page can be blank to ChatGPT, Claude and Perplexity, and how to test yours.Search Console and Bing now count your AI citations, but not your mentionshttps://obility.ai/blog/search-console-bing-ai-reports-what-they-counthttps://obility.ai/blog/search-console-bing-ai-reports-what-they-countThu, 01 Oct 2026 00:00:00 GMTWhat Google’s generative AI report and Bing’s AI Performance report actually measure, what they leave out, and how to read them without overclaiming.AI shopping answers pick products from data you only partly controlhttps://obility.ai/blog/ai-shopping-answers-product-data-chatgpt-ai-modehttps://obility.ai/blog/ai-shopping-answers-product-data-chatgpt-ai-modeWed, 30 Sep 2026 00:00:00 GMTHow ChatGPT shopping and Google AI Mode choose which products to show, what a product feed changes, and what it cannot change.When AI gets your company wrong, trace the error before you fix ithttps://obility.ai/blog/ai-answer-wrong-about-your-brand-trace-the-sourcehttps://obility.ai/blog/ai-answer-wrong-about-your-brand-trace-the-sourceTue, 29 Sep 2026 00:00:00 GMTA wrong claim about your brand in ChatGPT, Gemini or AI Overviews comes from somewhere. How to find the source, match the fix to the cause and check it held.AI answers search for questions your buyer never typedhttps://obility.ai/blog/query-fan-out-ai-answers-sub-questionshttps://obility.ai/blog/query-fan-out-ai-answers-sub-questionsMon, 28 Sep 2026 00:00:00 GMTAI Mode and AI Overviews split one question into many searches. Why a top-ranking page goes uncited, and how to plan pages around the sub-questions.Blocking AI training bots does not have to hide you from AI answershttps://obility.ai/blog/robots-txt-ai-crawlers-training-vs-searchhttps://obility.ai/blog/robots-txt-ai-crawlers-training-vs-searchSun, 27 Sep 2026 00:00:00 GMTOpenAI, Anthropic, Perplexity and Google split crawling into training, search and live fetches. How to block one without losing the others.Build an AI search baseline you can actually usehttps://obility.ai/blog/build-an-ai-search-baselinehttps://obility.ai/blog/build-an-ai-search-baselineSun, 27 Sep 2026 00:00:00 GMTA practical way to choose prompts, preserve evidence and avoid confusing an isolated answer with a trend.Turn an AI answer gap into a useful content briefhttps://obility.ai/blog/turn-answer-gaps-into-content-briefshttps://obility.ai/blog/turn-answer-gaps-into-content-briefsSun, 27 Sep 2026 00:00:00 GMTAn editorial workflow for deciding what to update, what to write and what evidence a draft needs.Crawlers, citations and referrals are three different signalshttps://obility.ai/blog/crawlers-citations-and-referralshttps://obility.ai/blog/crawlers-citations-and-referralsSun, 27 Sep 2026 00:00:00 GMTKeep automated requests, answer observations and human visits separate when reviewing AI search performance.