How to Get Cited by ChatGPT as a Local Business

The audience is already there. In BrightLocal's March 2026 report, 31% of US consumers said they had used ChatGPT for a business recommendation in the past year. But ChatGPT names very few places. SOCi's 2026 index of more than 350,000 chain locations found it recommended 1.2% of them.

This post covers ChatGPT only: what OpenAI documents about local results as of September 2026, where the business data comes from, how to check what ChatGPT says about your local business today, and a checklist of fixes. For Gemini, Copilot, Siri and Perplexity, see our full guide to local SEO in ChatGPT and other AI assistants. For citations on any kind of site, see our playbook for getting cited by ChatGPT.

What OpenAI Documents About Local Results in ChatGPT

OpenAI covers local search in one help page, Searching the web with ChatGPT, plus its release notes. Here is what it says, checked on 29 September 2026, and what each point means for a local business.

Two more notes from OpenAI. The search providers its help page lists are Microsoft and Shopify. And since the 24 June 2026 model update, OpenAI says ChatGPT "makes better use of location context to surface relevant nearby options."

What OpenAI doesn't say

OpenAI names no map provider and no listing provider. It also describes no way for a local business to claim, edit or verify a place in ChatGPT, the way you would on Google or Apple. So you can't fix ChatGPT directly. You fix the sources it reads.

Where ChatGPT's Local Business Data Comes From

Only one source has both a company statement and independent data behind it.

Yelp's quarterly filing for the period to 30 June 2026 says: "Yelp ratings and reviews recently began powering ChatGPT's local experience in relevant categories." Its CEO repeated the point in the second-quarter results. In August, Yelp also added reservations and waitlists inside ChatGPT for restaurants in the US and Canada.

Then Ben Fisher of Steady Demand measured it. He ran 2,880 prompts across 12 US metros and 12 business types in one 72-hour window in August 2026, and logged which providers stood behind each business card. The results, for the 2,879 runs that worked:

Yelp's card share ranged from 93.75% for hair salons to 97.92% for plumbers, so it isn't only a restaurant thing. Treat these as one month's snapshot, not a law. Fisher's own caveat is that "citation share is not data influence": a source can shape an answer without showing up in it.

Business cards and cited links are two different wins

Look at the gap between the two Yelp columns. Yelp fills the card, with the name, rating and hours, but it rarely appears as the link people click. In August 2026, Suganthan Mohanadasan logged ChatGPT's search calls and saw the same split: a places lookup returned business names, then ordinary web searches checked each one.

Those checking searches are where your website comes in. For how ChatGPT picks which pages to cite in general, see how ChatGPT search decides citations. A page that states your hours, prices and service area plainly gives ChatGPT something to confirm and cite. A local business with a great Yelp page and a thin website gets named but not linked.

How to Check What ChatGPT Says About Your Local Business

This check takes about 20 minutes. Do it before you change anything, so you have a baseline.

1. Open a clean session. Use a logged-out browser window, which OpenAI says can still search, or a temporary chat. OpenAI's temporary chat page notes that it can still use your memories unless you pick Unpersonalized before the first message.
2. Check your location. Turn off any VPN. Test from your own town, or name the town in the prompt.
3. Run five prompts, swapping in your details:
   • "[service] near me"
   • "best [service] in [town]"
   • "[service] in [town] open on Sunday"
   • "what are [business name]'s hours"
   • "what do reviews say about [business name]"
4. Open your business card if one appears, and note every fact on it and any source logo, such as Yelp.
5. Open Sources to see which web pages ChatGPT cited.
6. Run each prompt three times. That's 15 answers. Answers change between runs, so one screenshot proves little.

Log it in a simple sheet:

To compare ChatGPT with other assistants, use the six-prompt test in our local SEO hub. To trace a wrong fact back to the page it came from, see our guide to fixing incorrect brand facts in AI answers.

The Sources to Fix, in Order

Work down this list for your local business. Each step says how strong the evidence is: documented by a company, observed in a test, or inferred.

1. Yelp (documented and observed). Claim your page at biz.yelp.com. Correct the category, hours, phone and website, and add current photos. Reply to reviews with facts. Don't ask customers for Yelp reviews: Yelp's rules tell businesses not to, and its software may hide reviews that look requested. Our business listings guide covers the review rules for each platform.
2. Your website (documented). Allow OAI-SearchBot in robots.txt and make sure your host or CDN doesn't block it. OpenAI says sites that opt out "will not be shown in ChatGPT search answers," except as navigational links. Then publish hours, prices, service area and emergency policy as plain text on one page.
3. Tripadvisor (observed). If people visit you for food, drink, stays or things to do, claim it. It was the most visibly cited provider in the test.
4. OpenTable, Resy or Yelp reservations (documented). Restaurants only. These are the three booking sources OpenAI names.
5. Trade directories (observed in your own check). Whatever appears in the Sources panel for your prompts, such as a lawyer or dentist directory, is worth claiming. ChatGPT reads the same pages a local business owner would find by searching their trade and town.
6. Bing Places (inferred). Microsoft is ChatGPT's named search partner, but OpenAI doesn't say Bing Places data reaches ChatGPT. It's free and it feeds Copilot, so do it, but not first.

Two things to leave for later. Google Business Profile matters a great deal for Google's own AI, just not much for ChatGPT's cards. And the claim that Foursquare supplies most of ChatGPT's local data came from a 50-prompt test in five Spanish cities in May 2025. The August 2026 test found Foursquare in 0.00% of runs.

The ChatGPT Local Business Checklist

Score your local business one point per line. The checklist covers only what ChatGPT reads, so it's shorter than a full listings audit.

For check 12, OpenAI's publisher FAQ says ChatGPT adds utm_source=chatgpt.com to referral links, so your analytics can separate those visits.

Example: a made-up plumber scores 5 of 12

Brackenmoor Plumbing is a made-up, three-van plumbing firm in Boise, Idaho (brackenmoorplumbing.example). It runs a 24/7 emergency line. The owner does the 20-minute check. In the nine answers to the three unbranded prompts, ChatGPT names Brackenmoor twice, a 22% mention rate. On the branded prompts, its business card says "Closed Sunday," and the source logo is Yelp. For a local business that sells emergency callouts, that one wrong line costs the most.

The checklist shows why. The website already passes checks 4, 5, 6 and 8, and Bing Places is current, so check 11 passes too: 5 of 12. But checks 1, 2 and 3 fail. A customer created the Yelp page, nobody claimed it, and it still lists the old weekday-only hours. Checks 7 and 12 fail too, and checks 9 and 10 don't apply to a plumber. That leaves 10 checks that count, with 5 passing: 50%.

The fix list is short. Claim Yelp and correct the hours (20 minutes). Add a "Boise emergency plumbing" section to the services page (30 minutes). Add a GA4 check for utm_source=chatgpt.com (10 minutes). Then re-run the same 15 prompts in four to six weeks and see whether the card now says open on Sunday.

What Rankbox Can Do for a Local Business Here

Rankbox won't claim your Yelp page, change your listings or track ChatGPT citations. It doesn't do any of those today. The checklist above is manual work, and our free AI Visibility Prompt Kit helps you run the check.

Rankbox helps with checks 6 and 7: the pages ChatGPT's follow-up searches read. Answer-Space Research finds the questions people ask ChatGPT and Google about your trade and town, with volumes as model estimates. The Citation-Ready Writer then drafts sourced articles in your voice, which reach your site through Rankbox's API. The Business plan is $49.50 a month with a 7-day free trial. See how local businesses use Rankbox.