Restaurants never named by AI had a median of 545 Google reviews; named ones had 2,213
In our November 2026 test of 101 restaurants, review volume went with AI visibility, but did not decide it: 6 of the 28 restaurants with more than 3,000 Google reviews were never named by ChatGPT or Gemini.
- Median Google reviews: 545 for never named, 2,213 for named, 2,804 for named in half or more answers.
- Of 28 restaurants with 3,000+ reviews, 6 (21%) were never named and 11 (39%) were named at most once in 24 answers.
- Of 17 restaurants with fewer than 300 reviews, 12 (71%) were never named.
The numbers
- Review counts from Google Maps on November 14, 2026, for the same 101 restaurants.
- Named at least once: 61 restaurants. Named in half or more of their answers: 24.
- Fewer than 300 reviews: 17 restaurants, 12 never named.
Source and method
Frisler Digital Restaurant AI Visibility Study 2026. 101 restaurants that Google Maps lists first for Mexican, Thai, Italian and Indian food in Austin, Denver, Nashville and San Diego. Six everyday questions per city and cuisine (for example “What are the best Thai restaurants in Austin, TX?”), asked to ChatGPT (gpt-5.4-mini) and Gemini (gemini-3.6-flash) with web search on, twice each: 24 answers per restaurant, 383 usable answers in all. A restaurant counted as named if its name appeared in the answer. Collected November 14, 2026.
How to read this
A snapshot of two assistants on one day. The sample is restaurants Google already lists at the top, so an average restaurant is probably less visible. Groups are small (5 to 13 restaurants). A mention is not always a recommendation.
What it suggests
- Reviews help, but a high count alone does not get a restaurant into AI answers.
- Presence on lists and sites the assistants search, and clear cuisine and dish wording, matter too.
The full study, with all five findings, is the Restaurant AI Visibility Study 2026. You are welcome to quote these figures with a link to this page.
Common questions
Short, direct answers.
Do more Google reviews get my restaurant into ChatGPT?
They help. In our test, named restaurants had about four times the median reviews of those never named. But 6 of 28 restaurants with over 3,000 reviews were still never named.
How many reviews do I need?
There is no threshold. Restaurants with fewer than 300 reviews were mostly not named (12 of 17), but high counts did not guarantee a mention.
Check your AI visibility, free
Find out whether ChatGPT and Gemini name your business when customers ask. Run the live check in about a minute with your email, or use the free self-test (no sign-up) for Copilot, Perplexity and Google too.
More free tools: review link and QR code · schema generator · llms.txt generator · ROAS and CPC calculator
Request your free growth audit
Tell us about your business. We review your search presence, AI visibility and ads, then send you what we find.
Prefer to talk? WhatsApp +91 95992 84951 or email info@frislerdigital.com.