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AI Search Visibility Audit: Are You Cited by ChatGPT?

An AI search visibility audit estimates how often ChatGPT, Perplexity, Gemini, and Google AI Overviews mention or recommend your brand when buyers ask about your category. You run the real questions your buyers type, record which brands and sources the engines cite, and map where you are missing. It is the AI-era version of a rank check, and for more B2B research journeys it may be one of the first impressions you never knew you were making.

I’m Andrii Byzov, a fractional CMO for B2B tech. Establishing this baseline early is one of the first things I do for a client, because you cannot fix visibility you have never measured. This pairs with my guide on getting recommended by ChatGPT, Perplexity, and AI Overviews.

Key takeaways

How to run the audit

  1. Build a prompt set. Use the questions your buyers actually ask: category definitions (“what is X”), comparisons (“X vs Y”), and shortlist queries (“best X for B2B SaaS”). Twenty to thirty prompts is a solid start.
  2. Run them across the engines. ChatGPT, Perplexity, Gemini, and Google AI Overviews. Record, for each: do you appear, which competitors are named, and which third-party sources the answer cites.
  3. Cluster the citations. Which domains keep showing up as the sources behind the answers? Those are the lists, reviews, and articles that shape the recommendation.
  4. Find the gaps. Where are you absent, where is a competitor named instead, and which cited source could you realistically earn a place on?

What the audit usually reveals

FindingWhat it meansFix direction
You are absent from “best X” answersThe engines lean on lists you are not onEarn placement in the cited third-party lists
Competitors cited, you are notYour category content is not extractable or not trustedPublish structured comparison and definition content
Inconsistent brand factsEngines see conflicting info about who you areAlign your entity facts across the web
You appear only in branded promptsYou are known but not discoveredBuild category and comparison content

Why owned content is not enough

A common surprise: AI engines often base recommendations on third-party validation, not only your own site. Authoritative list mentions and consistent reviews appear to influence which brands get named. So the audit is not just a content checklist for your blog. It is a map of the lists, reviews, and articles you need to earn your way onto. That is why GEO connects to digital PR and earned media, not just publishing.

Turn the audit into a plan

A useful audit ends with three things: the prompts where you are invisible, the third-party sources you should target, and the structured content (definitions, comparisons, FAQs) you should publish so engines can extract and cite you. Then you re-run it on a cadence and watch the trend. If you want help choosing what to fix first, that is the work of a GEO consultant for B2B SaaS.

FAQ

What is an AI search visibility audit? A structured check of whether ChatGPT, Perplexity, Gemini, and AI Overviews mention and recommend you for your buyers’ questions, plus the gaps to fix.

How do you check if ChatGPT recommends your brand? Run real buyer prompts, record whether you appear, which competitors are cited, and which sources the answer pulls from. Repeat on a schedule.

Why does it matter for B2B? More buyers ask AI for shortlists before clicking. If engines do not name you, you are invisible early. How much it matters depends on your category.

How is it different from an SEO audit? SEO checks rankings; this checks whether you are named inside the answer, where third-party mentions and structured content often matter.

The bottom line

You cannot improve AI search visibility you have never measured. An AI search visibility audit gives you the baseline: where engines name you, where they name competitors, and which sources you need to earn. Run it, fix the gaps, and re-run it. That loop is becoming a core part of B2B demand generation.

That baseline is one of the first things I set up as a fractional CMO for B2B tech; I write about it on LinkedIn.


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