Type your business category and city into ChatGPT — "best plumber in Leeds," "recommend a physiotherapist in Austin," "where should I get my car serviced in Manchester" — and one of two things happens. Either your business comes up, or it doesn't. Most business owners have never actually run this test. They assume ChatGPT works something like Google, where a business either "ranks" or it doesn't, and where checking is as simple as searching your own name.
It isn't that simple, and the difference matters. Here's what actually happens when someone asks ChatGPT to recommend a business like yours, how to check it properly, and what the answer tells you.
The short answer: ChatGPT probably isn't recommending you
The SOCi 2026 Local Visibility Index, which measured citation behaviour across 350,000+ business locations and 2,751 brands, found that ChatGPT recommends just 1.2% of the local business locations in its dataset.1 For comparison, Google's own Local 3-Pack surfaces 35.9% of locations, Gemini recommends 11%, and Perplexity recommends 7.4%.1 ChatGPT is, by a wide margin, the hardest AI platform to get recommended by — and also one of the most-used: 45% of consumers now use AI for local business recommendations at all, up from 6% in 2025.2
That combination — high usage, low citation rate — is exactly why it's worth checking rather than assuming. A 1.2% baseline rate doesn't mean nobody gets cited. It means most businesses that check will find they aren't, and the ones that are cited have usually done something specific to earn it.
ChatGPT sources differently than Gemini or Google
Yext's citation-sourcing analysis (6.8 million citations examined) found ChatGPT draws roughly 49% of its local business citations from third-party directories — Yelp chief among them — while Gemini draws roughly 52% of its citations from brand-owned websites.3 A business with a strong website but a thin or unclaimed Yelp profile can be well-positioned for Gemini and functionally invisible to ChatGPT. This is one reason checking a single engine and generalising to "AI visibility" overall is misleading — the platforms genuinely look in different places.
How to actually check what ChatGPT says
The test is free and takes a few minutes. The method matters more than most people expect, because getting it wrong produces a misleading answer in either direction — a false "I'm invisible" or a false "I'm fine."
Why running it once isn't enough
This is the part most people skip, and it's the part that most changes what the check actually tells you. ChatGPT doesn't retrieve a fixed answer the way a search engine returns a stored index entry. It generates a response by sampling from a distribution of likely next words, which means identical questions asked in separate sessions can surface different businesses, different phrasing, or a different level of detail entirely.
"A single ChatGPT query is a coin flip, not a census. Running it once and concluding 'ChatGPT doesn't know about me' or 'ChatGPT recommends me' from that one answer is reporting noise as if it were signal."
Practically: if you ask once and you're not mentioned, that's not proof of absence — run it again, and possibly a third time, before concluding anything. If you ask once and you are mentioned, that's encouraging but not a guarantee it happens reliably — the same variance cuts both ways. Three to five runs, done informally, will show you a pattern; a full statistical measurement would use more samples and report a confidence interval rather than a single yes or no — this is a manual protocol you can run yourself today, and it's on the roadmap to become an automated feature of AEO Radar's monitoring.
What the answer tells you to fix
The response you get maps to a specific, fixable gap more often than not:
| What you see | Likely cause |
|---|---|
| Never mentioned across 5 runs | Thin or unclaimed directory presence (Yelp especially) — the source ChatGPT leans on most for local citations |
| Mentioned, but details are wrong | Inconsistent listing data across directories — ChatGPT may be citing a stale or duplicate profile |
| Competitors appear, you don't | Review volume or rating below the threshold ChatGPT tends to favour (roughly 4.3★ and above, per SOCi's 2026 dataset)1 |
| Mentioned inconsistently (2 of 5 runs) | Borderline signal strength — you're on the edge of being cited, and small improvements in directory/review data likely tip it |
Notes and sources
1 SOCi 2026 Local Visibility Index. Dataset: 350,000+ business locations, 2,751 brands. Figures cited: ChatGPT recommends 1.2% of local business locations vs. Gemini 11%, Perplexity 7.4%, Google Local 3-Pack 35.9%; ChatGPT/Perplexity business-fact accuracy ~68% (i.e. ~32% error rate); AI recommendation rating floors (ChatGPT ~4.3★, Perplexity ~4.1★, Gemini ~3.9★). uberall.com/soci
2 BrightLocal Local Consumer Review Survey 2026. Sample: n=1,002 US consumers. Finding cited: 45% of consumers used AI for local business recommendations in 2026, up from 6% in 2025. brightlocal.com
3 Yext local citation-sourcing analysis, 6.8 million citations examined. Findings cited: ChatGPT draws ~49% of local citations from third-party directories (Yelp chief among them); Gemini draws ~52% from brand-owned sites. yext.com