How Does ChatGPT Choose Which Local Businesses to Recommend?

Most explanations of ChatGPT and local businesses say the same thing: it searches the web, reads what it finds, and names a few businesses. That is part of the story. It leaves out the part you can see on screen. When ChatGPT answers a local question it often shows a map and a set of business cards with a star rating, a review count, a phone number and a website button. Those cards do not behave like search results. They behave like records from a places database. That difference changes what a local business should actually work on.

The short answer

ChatGPT does not look up local businesses in one place. From what OpenAI documents and what our own testing has shown, a local answer is put together from two different kinds of source. The written answer comes from web search. The map and business cards come from structured place records, one per business.

The two layers work together, but they are not the same system. That is why a business can appear as a pin on the map without being mentioned in the text, or be recommended in the text with details on its card that are out of date.

What OpenAI actually says

It is worth starting with what the company itself has put in writing, because a lot of what is published on this topic runs well ahead of it. Most of what follows comes from one page of OpenAI’s help centre, “Searching the web with ChatGPT”,¹ plus the partners’ own announcements.

A few more things OpenAI states plainly:

Note the wording in the help centre. Search providers and the providers of “nearby business listings” are described in different paragraphs, for different jobs. That is the clearest sign from OpenAI itself that local results are more than web search.

What our testing found

OpenAI does not say where its place records come from, so we went and looked. Through 2026 we have run local questions through the ChatGPT website and read the data the page receives before it draws the map and cards: the kind of question a patient or customer would ask, in more than one city. You can repeat this yourself; the steps are further down. Here is what kept coming up.

Our view is that the Google match is the most useful thing to have come out of this testing, even though it does not settle who supplies the data. For a business owner, the practical point is simpler: the details in your Google Business Profile have turned up, field for field, on ChatGPT's business cards. Whatever the pipeline is, your profile appears to be one of the records it relies on.

Check it yourself: see the record ChatGPT holds for you

You do not have to take anyone’s word for this, including ours. The ChatGPT website receives the place records in the same stream that carries the answer, so you can look at them in your own browser in about ten minutes. You need a desktop computer and Chrome or Edge. No extensions, no coding.

1. 1

   Open a new chat on chatgpt.com

   Use the website on a desktop, not the app. Start a fresh chat so the only traffic you see is for your question. Signing in first makes it more likely you get the full answer with map and cards.
2. 2

   Open DevTools and go to the Network tab

   Press F12, or Ctrl+Shift+I on Windows and Cmd+Option+I on a Mac. Click the Network tab along the top of the panel.
3. 3

   Tick Keep log, then filter to Fetch/XHR

   Keep log (called Preserve log in older versions of Chrome) keeps the list from being wiped if the page reloads or redirects, for example if you are asked to sign in or you refresh mid-answer. Without it, the request you want can vanish before you find it. Ticking Disable cache as well does no harm. Then click the Fetch/XHR filter so the list only shows data requests, not images and scripts.
4. 4

   Ask a local question and wait for the map

   Use the words a customer would, with a town in it, for example “best dentist in Denver for a nervous patient”. Wait until the answer has finished and the map and cards have appeared. If no map appears, try again with a more clearly local question; not every answer gets one.
5. 5

   Find the request that streamed the answer

   Look for a request with conversation in its name, usually the largest one, sent the moment you pressed enter. Its response type is text/event-stream: the answer arrives as a stream of small messages rather than in one piece. Click it, then open the EventStream tab if there is one, or Response if not. The EventStream tab has its own filter box: type your business name there to jump straight to the messages that mention you.
6. 6

   Search for the business records

   Press Ctrl+F (Cmd+F on a Mac) with the Network panel focused to search every request, and try entity_lookup_id, then local_business. Each match sits inside a block describing one business: name, address, coordinates, rating, review count, phone, website_url and opening hours. Search for raw_search_entities to find the full list of businesses behind the map, including ones the answer never mentions. If the panel search finds nothing, open the request’s Response tab and search inside it instead.
7. 7

   Compare it with your own listings

   Put the record next to your Google Business Profile, your website and your Yelp listing. Does the name match exactly? Is the category the one you chose? Is the review count the one Google shows, or Yelp’s? Does the website URL carry the tracking tags you set on your profile? Is the provider field filled in, or blank? Every difference tells you which record ChatGPT is closest to, and which details to fix.

Why the two layers matter: the card is not the recommendation

If ChatGPT simply “searched the web for local businesses”, the advice would be simple: publish good pages and earn good reviews. The two-layer picture explains some things that advice cannot, starting with the fact that there are two different ways to lose.

Your place record gets you onto the map. What the web says about you gets you into the answer. You need both, and they are fixed in different places.

So what decides who gets recommended?

OpenAI does not publish ranking factors for local answers, and no one outside the company can give you weights. What follows is our reading of the documented behaviour and the testing above, in the order we would work on it. Treat it as a way to set priorities, not a formula.

What to do about it

None of this needs special tools or new markup. It is mostly about treating your place record and your web presence as two separate jobs.

1. 1

   Treat your Google Business Profile as the master record

   Your profile's name, address, phone number, hours, category and website have turned up field for field on ChatGPT's business cards. Keep every field accurate, with no keyword-stuffed name and no out-of-date hours. Our Google Business Profile guide covers the fields that matter.

   Our reading

2. 2

   Check the website link on your profile

   The URL you put in your profile may be the one ChatGPT's website button opens. Make sure it goes to a live page (usually your homepage or that location's page), not to a redirect or an old domain. If you tag it with UTM parameters, remember that some of the visits recorded as Google Business Profile traffic may actually have come from ChatGPT. Search referrals from ChatGPT are tagged utm_source=chatgpt.com,⁸ but a click on the card may not be. In Google Analytics, look at the Page referrer for visits carrying your profile’s tags: where the browser passed one, chatgpt.com marks a click from ChatGPT’s card rather than from Google.

   Partly documented

3. 3

   Make the other big listings match

   Yelp's content is licensed into ChatGPT, and Microsoft is one of its search providers, so Yelp and Bing Places are the obvious next two. Apple Business Connect is worth doing too. The aim is not to be listed everywhere. It is that every record that could be matched to you says the same thing. On your own site, LocalBusiness markup with the same details, sameAs links to your profiles and a hasMap link to your Google Maps listing⁹ states which place you are in a form machines can read. It helps a system confirm the match; it will not earn you a recommendation on its own. Our guide to NAP consistency goes through how to audit this.

   Our reading

4. 4

   If you have several branches, get each one right

   ChatGPT recommends a location, not a brand. Each branch is its own record with its own category, rating and website link, so give every branch its own accurate Business Profile, a primary category that fits what that site actually does, and a website link to that branch’s own page rather than the homepage. Two branches sharing one name is fine; two branches sharing one vague record is not. Our multi-location guide covers the setup.

   Our reading

5. 5

   Let ChatGPT's search crawler in

   OpenAI's only stated requirement for appearing in search is that OAI-SearchBot can crawl your site, and that your host or CDN is not blocking OpenAI's published IP addresses. Blocking GPTBot, the training crawler, is a separate choice and does not affect search. In our reading, blocking OAI-SearchBot would not take your card off the map, since that comes from listings data, but it stops ChatGPT reading and quoting your pages, which is where the recommendation comes from.

   Documented

6. 6

   Give the written answer something to quote

   The recommendation text comes from pages. Say in plain words what you do, where you do it and who for, on a page that loads without scripts or forms. Then work on being described the same way by sources you do not control: reviews that mention the specific service, local press, trade bodies, and the “best of” lists that ChatGPT’s rewritten searches tend to find. Our guide to query fan-out covers how one question becomes several searches.

   Our reading

7. 7

   Test the two layers separately

   Ask ChatGPT the questions your customers ask, with and without a town name. For each answer, check two things separately: are you named in the text, and is your card on the map with the right details? Open your card and tap the website button to see which URL loads. To see the record itself, follow the DevTools steps above. Answers vary from one run to the next, so repeat the check over a few weeks before drawing conclusions.

   Our reading

Quick answers

Does ChatGPT use Google Maps for local businesses?

Not by name. OpenAI says business listings come from unnamed third-party providers. In our testing ChatGPT's place records match Google listings detail for detail, including the tracking tags on Business Profile website links, so Google data is involved somewhere. The record's own source field was blank, and whether the data comes from Google directly is not public.

Does my Google Business Profile affect ChatGPT?

It appears to. The name, address, phone, hours, rating, review count and website on ChatGPT's business cards have matched the Google Business Profile in our testing, down to the tracking tags on the website link.

Does ChatGPT use Bing or Yelp?

Both play a part. Microsoft is one of ChatGPT's search providers, and Yelp licenses its reviews, ratings, photos and business details to ChatGPT.

Can I pay to be recommended by ChatGPT?

No. OpenAI says results are ranked on several factors and placement is not guaranteed. There is no paid placement in the recommendation itself.

Why is my business on ChatGPT's map but not in the answer?

The map and the written answer come from different sources. Your place record is good enough for a card, but the pages ChatGPT's searches found gave it more reason to name someone else.

How do I get my business recommended by ChatGPT?

Keep one consistent place record across Google, Yelp, Bing and Apple, let OpenAI's search crawler read your site, say plainly what you do and where, and earn mentions on the reviews, lists and local pages ChatGPT's searches find.

What we still do not know

We would rather be clear about the gaps than paper over them. As of September 2026:

• Who supplies the place records. OpenAI says “trusted third-party providers” and names Yelp as a content partner. The Google match is strong evidence that Google data is involved somewhere, and each record has a field for naming its provider, but in our testing it was always blank. Whether the data comes straight from Google, through someone else, or only as one of several sources is not public.
• How quickly changes show up. We do not know how often ChatGPT refreshes its place records, so a change to your Business Profile may take days or longer to appear on your card. Check again after a couple of weeks before assuming it has not worked.
• How the list is chosen. OpenAI says results are ranked on “multiple factors”. It has not said how the written answer and the map affect each other, or whether a business can be recommended in the text without first having a place record.
• Whether it is the same everywhere. Most testing so far, ours included, has been in the US and Europe. Coverage, partners and card details may differ by country, and OpenAI has changed this product several times in 2026 alone.¹⁰

If you want to see how this plays out for your own business over time, rather than from one conversation, tracking whether ChatGPT names you across the questions your customers ask is what ChatGPT Visibility is for.