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What is AI visibility, and how do you audit it for your practice?

AI visibility is whether AI assistants like ChatGPT and Google's AI Overviews name your practice when patients ask, and whether what they say is right. You can audit it yourself in about an hour: ask ten patient questions in five assistants, record who gets named and which sources are cited, then check your own facts. Fill The Lobby runs this check monthly for practices.

AI visibility is whether AI assistants such as ChatGPT, Google's AI Overviews and AI Mode, Gemini, Perplexity and Copilot name your practice when someone asks them for one, and whether what they say about you is true. It has two halves: being named, and being described correctly. A mention that quotes your old address or an insurance plan you dropped is worse than none.

You can audit it yourself in about an hour, with a spreadsheet and no paid tools. This guide shows how.

Leak 1 of 7: not being found. An AI answer that leaves you out, or describes you wrongly, is the first of the seven leaks between a first search and a returning patient.

Why an AI visibility score is only a sample

AI visibility tools give you a score or a share-of-voice figure. They work by asking a set of questions and counting how often you appear. That's useful, with one catch: the score describes the questions somebody chose, asked at a certain time.

Answers change with how a question is worded, where the person is, what the assistant remembers about them, and sometimes just from one run to the next. So treat any score as a sample. It's most useful as a trend: the same questions, asked the same way, every month.

The audit below does the same job by hand, with questions you choose because your patients actually ask them.

Before you start

  • Pick the assistants. ChatGPT, Google (AI Overviews on a normal search, plus AI Mode), Gemini, Perplexity and Copilot.
  • Start clean. Use a new chat, logged out where you can, or with memory and personalization turned off. Otherwise the assistant may answer from what it knows about you.
  • Put the place in the question. Name your city or neighborhood, rather than relying on the assistant to know where you are.
  • Open a spreadsheet with the columns in step 2.

Step 1: Write ten questions your patients actually ask

Use the words patients use, not your clinical vocabulary. Mix these five kinds:

Kind of questionExample
Specialty and placePrivate-pay therapist in Austin for anxiety
A specific serviceWhere can I get Spravato treatment near Denver?
CostHow much does a concierge doctor cost in Scottsdale?
ComparisonBest functional medicine doctor in Nashville
Your own nameWhat does [your practice] charge, and does it take insurance?

Your front desk knows the real questions. Ask them what people say on the phone before they book. Keep every question general; never type anything about a real patient into an assistant.

Step 2: Ask each question twice, and write it down

Ask every question in every assistant, twice, and record each answer on its own row:

ColumnWhat to record
AssistantChatGPT, AI Overviews, AI Mode, Gemini, Perplexity or Copilot
QuestionExactly as you typed it
Named?Yes or no, and where in the answer
What it saidThe sentence about you, copied word for word
Who else was namedThe other practices in the answer
Sources citedThe pages linked as sources, if shown
ErrorsAnything wrong: fee, address, insurance, services, clinicians

Ten questions, six assistant views, two runs: about 120 rows, and most of an hour. The "who else was named" column matters. It tells you who the assistants think your competitors are, which is not always who you'd guess.

Step 3: Trace every error to its source

You can't edit an AI answer. You can fix what it read. For each error, look at the sources cited, or search for the wrong fact yourself. It usually comes from an old directory listing, a page on your site nobody updated, or a profile for a clinician who left.

Correct it there, then ask the question again next month. When the assistant searches the web to answer, a fix can show up once the page is crawled again. Answers drawn from training data take longer.

Step 4: Check the foundations

  • Crawler access. Your robots.txt doesn't block OAI-SearchBot, Googlebot or Bingbot. OpenAI says sites that block OAI-SearchBot won't be shown in ChatGPT search answers (OpenAI).
  • Facts in text. Your fee, insurance status, services and location are in the page's text, not only in images, PDFs or a booking widget.
  • One story everywhere. Name, address, phone, hours, services and insurance match across your site, Google Business Profile and directories.
  • Reviews. Recent, and asked for within your board's rules.

Our guide to showing up in ChatGPT covers each of these in detail.

Step 5: Read the free platform reports

Two search engines now report on their AI answers for free:

  • Google Search Console added generative AI performance reports in June 2026, showing your impressions in AI Overviews and AI Mode.
  • Bing Webmaster Tools has an AI Performance report showing how often Copilot and Bing's AI summaries cite your pages, which pages, and the queries behind them.

For the other assistants, your spreadsheet is the record.

Step 6: Repeat monthly, and connect it to bookings

Keep the same ten questions and ask them the same way each month, so the changes you see are real. Add a new question only when patients start asking something new.

Visibility isn't the goal; booked appointments are. Add "an AI assistant, like ChatGPT" as an option wherever you ask new patients how they found you, and count it alongside Google, referrals and directories. That field should only ever ask about the source, never about health.

What a good result looks like

There's no position one in an AI answer. A good audit shows your practice named for the specialty-and-place questions in at least some of the assistants, described accurately every time it's named, and backed by sources you'd be happy for a patient to read: your own site and profiles that are up to date.

Fill The Lobby runs this audit every month for practices, fixes what it finds at the source, and reports it next to booked appointments. That's our AI visibility service. If you're weighing how much AI search matters yet, start with what the research says about ChatGPT and Google.

Sources

Questions

AI visibility: quick answers.

Whether AI assistants such as ChatGPT, Google's AI Overviews and AI Mode, Gemini, Perplexity and Copilot name your practice when someone asks them for one, and whether what they say about you is accurate.

A number from a tool that asks a set of questions and counts how often you appear. It's a sample of the questions someone chose, so it's most useful as a trend with the same questions asked the same way each month.

Ask ten questions your patients ask in five assistants, twice each, and record whether you were named, what was said and which sources were cited. Then read the free AI reports in Google Search Console and Bing Webmaster Tools.

Monthly, with the same questions asked the same way, so changes reflect real movement rather than a different question.

No. The groundwork overlaps: clear pages, a maintained Google profile and consistent details. Google's AI Overviews and AI Mode draw on pages in Google's own index, so strong SEO supports AI visibility.

Reviewed September 2026.

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