AI Visibility · The Darkroom

The AI visibility audit: see what ChatGPT knows about you

An AI visibility audit answers one question: when your customers ask AI for a recommendation, do you show up? Here is how to run one yourself in an afternoon — the exact prompts, what to record, and what each result is telling you to fix.

2026-06-15 · 7 min read · by Italo Campilii
Ask theenginesRecord whogets namedDiagnosethe gapFix &re-test
An AI visibility audit, end to end: ask, record, diagnose, fix the weakest link
The short answer

An AI visibility audit measures whether AI assistants recommend your brand when buyers ask. You run it by asking ChatGPT, Perplexity, Gemini and Claude your real buyer questions, recording whether you’re named and which page (if any) gets cited, then diagnosing why: can the engines read your site, do your facts exist and agree, and are you cited on sources they trust? It’s the baseline every GEO program is measured against — and you can run a first pass yourself in an afternoon.

What an AI visibility audit really measures

Traditional SEO audits ask “where do we rank?” An AI visibility audit asks a blunter question: when a customer asks an assistant for a recommendation, are we in the answer? A Google results page gives ten brands a shot. An AI answer usually names one to three. So this audit isn’t a softer version of an SEO audit — it’s measuring a different, harsher game where second place often means invisible.

The good news: the first pass is something you can do yourself, today, with nothing but the assistants themselves and a spreadsheet.

Step 1 — Ask the engines your real buyer questions

Don’t ask “is [my brand] good?” — that’s not how customers search. Ask the way a buyer who has never heard of you would. For each of your top services or products, run questions like:

Run each across the four engines that matter for commercial intent: ChatGPT (with search on), Perplexity, Google Gemini / AI Overviews, and Claude. Each behaves differently, so test them separately.

Step 2 — Record what comes back, precisely

For every question and every engine, log four things in a spreadsheet:

  1. Were you named? Yes / no. This is the headline number.
  2. Who was named instead? Your real AI competitors are whoever shows up here — often not who you think.
  3. What was said about you (if anything) — and is it accurate? Outdated or wrong facts are their own problem.
  4. Which page got cited? Perplexity and ChatGPT Search show sources. Note the exact URL — it tells you what’s already working.

Run each question two or three times; answers vary. You’re looking for patterns, not a single verdict.

Step 3 — Diagnose why you’re missing

If you’re not getting named, it’s almost always one of three failures, in this order:

Step 4 — Fix the weakest link, then re-test

Resist the urge to fix everything at once. Work top-down: crawlability first (it gates everything), then factual clarity and consistency, then citations and authority. After each change, re-run the same questions and watch the numbers. The audit isn’t a one-time document — it’s a baseline you re-measure. That trend line, not any single screenshot, is how you know GEO is working.

A quick gut-check before you start: paste your homepage URL into an assistant and ask, “What does this company do, who do they serve, and what does it cost?” If it can’t answer cleanly from your page, neither can the engine deciding tomorrow’s recommendations.

When to bring in help

The self-run audit tells you whether you have a problem and roughly where. Fixing crawlability on a JavaScript site, building cross-web consistency, and earning category citations is ongoing work — that’s what a GEO agency is for. But you should never hire one blind. Run the baseline first; it costs an afternoon and makes every later dollar accountable.

Questions people ask

What is an AI visibility audit?

An AI visibility audit measures whether AI assistants recommend your brand when potential customers ask for one. You ask ChatGPT, Perplexity, Gemini and Claude your real buyer questions, record whether you’re named and which page gets cited, then diagnose why you appear or don’t. It’s the baseline a generative engine optimization program is measured against.

Can I run an AI visibility audit myself?

Yes. A solid first pass takes an afternoon: list your buyers’ real questions, ask them across the four major engines, and log whether you’re named, who is named instead, what’s said about you, and which page is cited. The deeper technical diagnosis — crawlability, fact consistency, citations — is where most brands eventually bring in help.

Why doesn’t my brand show up in ChatGPT?

Almost always one of three reasons, in order: AI crawlers can’t read your site because it renders in JavaScript; your facts aren’t stated plainly or contradict each other across the web; or you’re not cited on the sources that engine trusts for your category. Fix crawlability first — it gates everything else.

— Italo & Ale
written from the studio floor · developed in the darkroom

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