Aensight Journal / AI visibility
What is AI visibility?
AI visibility is how often and accurately AI systems such as ChatGPT, Google's AI features and Perplexity mention, describe or cite your business when asked questions. It comprises three areas: whether those systems can read your pages, whether they name you in their answers, and whether they correctly describe your services, location, prices and claims.
By Ayushi Agrawal, Founder, Aensight. Published .
AI visibility is how often and accurately AI systems such as ChatGPT, Google's AI features and Perplexity mention, describe or cite your business when asked questions. It comprises three areas: whether those systems can read your pages, whether they name you in their answers, and whether they correctly describe your services, location, prices and claims.
What is actually being measured?
Three separate things, and a business can pass one and not others. The first is retrieval: whether an AI system can access, read and understand your pages at all. The second is inclusion: when someone asks a question you should be an answer to, does the system name or link you. The third is accuracy: when it describes you, does it correctly represent your services, location, prices and claims.
The combination of these factors into a single number loses the informative detail. A site that is readily crawlable but never named has an inclusion issue; a site that is named but described with last year's prices has an accuracy issue. The solutions are not the same.
What determines whether an AI system can access your site at all?
For Google's AI features, the bar is public and specific. Google's optimisation guide, updated July 10, 2026, says that a page "must be indexed and eligible to be shown in Google Search with a snippet, fulfilling the Search technical requirements," and that sites are required to be included in Search generative AI features in Search Console, and adds that content must be crawlable, because those models "use publicly accessible, crawlable content." (Google Search Central)
For ChatGPT, OpenAI said when it launched ChatGPT search on October 31, 2024, that the feature "leverages third-party search providers, as well as content provided directly by our partners," and that chats will include links to sources. So a page generally has to be findable on the open web before it can be quoted. (OpenAI)
A practical consequence of this is that content that only appears after JavaScript runs is at risk. Google says it can process content in JavaScript, if it is not blocked. Other AI crawlers are further behind: Vercel's crawler analysis, published December 17, 2024, found that "none of the major AI crawlers currently render JavaScript," naming GPTBot, OAI-SearchBot, ClaudeBot and PerplexityBot among them. That measurement is from late 2024, so confirm it for the engines you care about. (Vercel)
Why isn't a good ranking enough?
Ranking and being cited are different outcomes. A ranking puts your link in a list for the person to choose from. An AI answer reads several pages, writes one summary, and names only some of the pages it used, so a page can rank well and still be absent from the answer someone reads. Ranking is a prerequisite in many cases, but not a guarantee.
Why is accuracy weighed as visibility rather than PR?
Because a confident wrong description does the same damage as a missing mention would. In a Tow Center study, published in Columbia Journalism Review, November 27, 2024, researchers gave ChatGPT 200 quotes from 20 publications and asked it to identify the source. It "returned partially or entirely incorrect responses on a hundred and fifty-three occasions," and acknowledged that it could not answer only seven times. (Tow Center, Columbia Journalism Review)
That's about news attribution, not small business listings, and the systems have evolved since, but the pattern it documents is the one you want to be aware of: these systems rarely show uncertainty. If the information about your business online is thin or inconsistent, then what becomes visible is not a gap but a guess delivered in the same confident voice as a fact.
How can you find out where you stand today?
What happens behind that, from crawling to the finished answer: How does AI visibility work
Ask the systems directly, and ask more than once. Write down the ten questions a customer would type, put them into ChatGPT, Perplexity and Google, and record three things each time: whether you appear, how you are described, and which sources the answer cites. Answers vary from session to session, so a single test tells you very little, and a repeated one tells you a trend. For the Google side, Search Console Performance data does include traffic from AI Overviews and AI Mode.
Why being named in those answers matters in the first place: Why is AI visibility important
And how this sits alongside the SEO work you are already doing: Is SEO dead or still relevant in 2026
Frequently Asked Questions
What should I do if an AI system describes my business incorrectly?
Correct the sources it draws on, because there is no direct way to edit an AI answer. Fix the detail on your own pages first, then the places that repeat it, such as your listings and profiles. Since these systems retrieve live web results rather than reading a submission from you, consistency across those sources is the lever you actually have.
Do I need to be in an AI model's training data?
Usually not for this. The systems described above retrieve rather than recall: OpenAI says ChatGPT search "leverages third-party search providers," and Google ties eligibility for its AI features to pages that are indexed and crawlable. That is why being crawlable and current matters more than having been in any training set.
Is AI visibility only worth chasing for big brands?
No. The requirements Google publishes are about whether a page is indexed, crawlable and eligible to be shown with a snippet, not about the size of the site behind it. Scale may still help in practice, but the entry conditions are the same for a plumber, a clinic or an agency as for anyone else.