How Do I Know If ChatGPT Recommends My Business?

Cover photo by Ali Mkumbwa on Unsplash

The worry usually arrives secondhand. A friend says ChatGPT suggested the other plumber, or a sales rep sends a screenshot showing a competitor’s name in an AI answer. In SEO forums such as r/SEO, the same question keeps coming up: how do I get on that list, and how would I even know if I’m on it?

This guide is for the owner, or the one person doing the marketing, who wants a straight answer about their own business. It gives you a test you can run this afternoon with a free ChatGPT account, explains why the results move around, and shows how to read them so you know what to fix.

How do I check if ChatGPT recommends my business?

Treat it like a spot check, not a ranking report. Here is the test, in order:

1. Write five to ten prompts in the words a customer would use, one for each service that makes you money. The next section shows how.
2. Open a clean chat for every prompt: a Temporary Chat set to Unpersonalized, or ChatGPT in a browser where you are signed out.
3. Repeat the same prompts on at least three different days. Same wording each time.
4. Log every answer in a simple table: were you named, in what position, were your details right, and which sources were cited.

An hour of work gives you a first read. It is still a sample. What you are looking for is a pattern across runs, not a single yes or no.

What should I ask ChatGPT to test it?

Ask what a stranger would ask, not your business name. “Is Smith Roofing any good?” tests whether ChatGPT knows you exist. “Who is the best roofer in Phoenix?” tests whether it would bring you up to someone who has never heard of you, which is the question that matters for new customers.

Mix the kinds of prompts people actually type or say:

Swap in your own services and the cities or neighborhoods you serve. Put the city in the prompt. OpenAI’s help page on searching the web with ChatGPT says ChatGPT “may use an approximate location based on your IP address to provide relevant local results,” so a prompt without a city will reflect wherever you happen to be sitting, and a VPN can shift it.

Why does ChatGPT give a different answer every time?

ChatGPT writes each answer when you ask, so the same question can come back worded differently, with different businesses named. Several things OpenAI documents also change the answer:

• Memory. OpenAI’s Memory in ChatGPT page says that when Memory is enabled, “ChatGPT can remember relevant preferences and details from your chats and other available sources.” If you have asked about your own business before, that can follow you.
• Web search. ChatGPT “may search the web automatically when your question would benefit from current information,” per the web search help page. When it does not, OpenAI says responses are based on what the model learned during training, which may not include a business that opened or moved recently.
• Location, from your IP address, as above.

The fix is a cleaner test. As of October 2026, OpenAI’s Temporary Chat page says you choose Personalized or Unpersonalized before the first message. Only Unpersonalized skips your memories, custom instructions and plugins; a Personalized temporary chat can still use them. Neither kind creates or updates memories while it stays temporary. Pick Unpersonalized for testing.

This is also why one screenshot from a sales rep means little. It shows one chat, on one day, from one location. Log your own runs instead. A layout that works:

Prompt	Date	Named?	Position	Details right?	Sources cited
Example layout: best roofer in Phoenix	[date]	[yes or no]	[e.g. 3 of 5]	[yes or no]	[domains listed]
Example layout: emergency roofer Phoenix	[date]	[yes or no]	[position]	[yes or no]	[domains listed]

What counts as a real recommendation?

Not every mention is equal. Sort what you find into three levels: named in the main list, mentioned in passing (“other options include…”), or named with a link to your site or profile. Note the position too. Third of five is a different result from tenth in a long list.

Then check the details. A wrong phone number, an old address, a service you stopped offering or the wrong service area is a finding in its own right, because a customer acting on it reaches no one. Write down exactly what was wrong; the sources list usually shows where it came from.

Last, note whether the answer used a web search. An answer that used web search may include citations; select one to open its source. OpenAI says that without search, responses are based on what the model has learned during training. Those answers are harder to change quickly, because you cannot see what they were based on.

Where does ChatGPT get the businesses it names?

When an answer shows its sources, open them. For a local service you may see review sites, directories, local news, competitors’ websites and, if you are lucky, your own site. That list is the most useful thing the whole test produces.

Across all your runs, tally the domains that appear. The ones that repeat are your to-do list:

• A directory that keeps appearing where you have no listing: claim one.
• A listing with an old phone number or address: fix it so it matches your Google Business Profile exactly.
• A review site where competitors have dozens of reviews and you have three: that is where to ask happy customers to post.

Do not assume ChatGPT relies on any one search engine or directory. Trust what your own runs show.

Why do ChatGPT, Gemini and Perplexity not agree?

Each assistant finds pages and cites sources in its own way, so being named by one tells you nothing certain about the others. If your customers use more than one, run the same prompts in each and keep separate columns in your log.

Google’s AI answers are a separate check again, because they sit on top of Google Search results. If that is where your customers look, see how to show up in Google AI Overviews.

Can I see ChatGPT visits in my analytics?

Partly. In Google Analytics 4, look in Reports, then Acquisition, then Traffic acquisition, and filter the session source for chatgpt.com. OpenAI’s publisher FAQ, as archived in August 2026, said ChatGPT “automatically includes the UTM parameter utm_source=chatgpt.com in referral URLs.” OpenAI has since removed that page, so check your own reports rather than assuming every ChatGPT click carries the tag.

Expect analytics to undercount. Someone who gets your name from ChatGPT may phone you or search your name on Google instead of clicking, and that visit shows up as direct or organic search, not as ChatGPT. The same gap explains why traffic can drop while rankings hold. Add “how did you hear about us?” to your intake and log the answers.

Doing the prompt test by hand takes an hour and shows you one day. A tool that asks the assistants the same questions over and over, like vaza.ai’s AI visibility tracking, shows whether the pattern holds across ChatGPT, Claude, Perplexity, Google’s AI answers and Microsoft Copilot. As of October 2026, vaza.ai’s pricing page lists AI engine visibility tracking on the Free plan, at $0 a month.

What if ChatGPT recommends a competitor and not me?

Nobody can promise you a ChatGPT mention. What you can do is fix the records it reads from, starting with the sources list you built:

1. Match your name, address and phone across your Google Business Profile and every directory that showed up in your runs.
2. Get reviews where ChatGPT looks. If one review site keeps appearing, that is where to send customers.
3. Say plainly on your site what you do and where. A page per main service, with the city or service area in the heading and the text, is easier to cite than a general “Services” page.
4. Do not block OpenAI’s search crawler. OpenAI’s web search help page tells publishers to allow OAI-SearchBot; check your robots.txt for a Disallow under that name. OpenAI lists its crawlers on its bots documentation page.
5. Rerun the same prompts in a month and compare.

For the longer playbook, read how to get a small business cited by ChatGPT, Claude and Perplexity and the GEO and AEO playbook.