How ChatGPT handles local business recommendations

The BrightLocal survey figure describes consumers. It says nothing about which businesses an assistant names or how often. A second data point looks at the supply side: the SOCi Local Visibility Index 2026 reports that "ChatGPT recommends 1.2% of brand locations, compared to an average 35.9% appearance rate" in Google's local 3-Pack. The scope matters. SOCi measured brand locations of multi-location brands, so the percentages are not a measurement of independent plumbers, roofers, or electricians. The SOCi index is the source for both numbers.

The SOCi numbers cover brand locations only. No equivalent measure for independent contractors is cited here, and neither statistic tells you your own odds.

OpenAI's public documentation for site owners is a crawler page, not a ranking guide. Three of its agents matter for organic visibility. OAI-SearchBot is for search, and OpenAI states that "Sites that are opted out of OAI-SearchBot will not be shown in ChatGPT search answers." GPTBot is for model training, and "Disallowing GPTBot indicates a site's content should not be used in training generative AI foundation models." The two settings are independent, so a company can allow search visibility and still opt out of training. The third agent, ChatGPT-User, visits a page when a person asks a question, and OpenAI says "ChatGPT-User is not used to determine whether content may appear in Search." All of this is on the OpenAI bots page.

What the page does not contain is a formula for local picks: no weighting of reviews, distance, categories, or website content. Anyone who presents a precise ChatGPT local ranking factor list is describing a guess or a test of their own, not a vendor statement. Our crawler-by-crawler guide covers the OpenAI, Perplexity, Anthropic, and Google agents side by side.

Access is the one input you fully control. Letting OAI-SearchBot fetch your pages is the precondition for being shown in ChatGPT search answers at all, and the live scan in our free audit reads the robots.txt rules for AI crawlers on your site, so you can see whether a plugin or host has blocked them by default.

Beyond access, the useful inputs are the ones that make a business easy to describe correctly to anyone, human or machine:

1. A name, address, phone number, and service area that match across your site, Business Profile, and directories.
2. One page per service you sell, written in the words customers use. A roofing company, for example, gets separate pages for repair and full replacement, each stating the towns it covers, instead of one "Services" page.
3. Reviews on the platforms customers actually read, answered by you.
4. Mentions of your company on sites other than your own, which is the work behind entity building and off-site citations.

OpenAI does not say that any of these raise the odds of a recommendation. They are sound for Google, for referrals, and for a customer reading your site, which is why we do them whatever the assistants do next. The method behind ChatGPT visibility for local businesses is built on that logic, and the broader playbook is in how to get cited by ChatGPT and Perplexity.

You can test this without buying anything. Write down ten questions a customer would ask in your market, such as the service plus your town plus "who should I call". Ask each one in ChatGPT, and record the date, the exact wording, and every business named. Repeat monthly. Treat a single answer as one sample, not a ranking, and compare it with what shows in the map pack for the same search. If a competitor is named and you are not, look at what their pages and profiles state that yours do not.

For the Google side of the same question, see how Google AI Overviews pick local businesses, one of several guides in our resources library.