What restaurants businesses that ChatGPT names have in common
Across 150 measured ChatGPT answers to 63 distinct questions in 3 cities (Jun 14, 2026 – Aug 1, 2026), 59 restaurants businesses were named at least once. It isn't that most don't appear — it's that the same ones do: El Farallon showed up in 4.7% of answers, and the top 5 take 23.4% of all mentions.
What the ones that appear have
Profile of the businesses the AI named vs those it didn't, measured IN THIS vertical and these cities (not pooled with others — signals flip by vertical).
| Signal | Appears (n=59) | Doesn't appear (n=442) |
|---|---|---|
| Reviews (median) · n=59/442 | 2357 | 1048 |
| Has a website | 88.1% | 75.6% |
| Substantive description | 69.5% | 53.6% |
What does NOT set them apart
Signals that do NOT separate the two groups in this vertical. We publish them because they are the honest part: if you're sold that this makes you appear, here is the data that says it doesn't.
| Signal | Appears | Doesn't appear |
|---|---|---|
| Rating (average) · n=57/411 | 4.51 | 4.52 |
| Hours published | 100% | 99.5% |
What you can review on your listing
What the owner controls on their listing, among the signals that do separate. It's correlation, not a promise: reviewing it does not guarantee appearing.
- ·Have your website linked on your listing.
- ·Have a description with enough information (not one line).
The signal that separates most is REVIEW volume, and that doesn't live on your listing: those are your Google reviews. No technical layer (schema, llms.txt) replaces it.
How it was measured, and its limits
measured over 150 answers of ChatGPT, Concentration: El Farallon in 4.7%.
Cities measured: Cabo San Lucas · Cancún · Ciudad de México.
An AI answer is a snapshot of one wave, not a fixed number: it can change between runs without your business changing anything. That's why we publish the date range and the number of answers, not a lone score. If it changes because of a bug on our side, that's a bug, not volatility.
FAQ
What do restaurants businesses that ChatGPT names have in common?
Across 150 measured ChatGPT answers to 63 distinct questions in 3 cities (Jun 14, 2026 – Aug 1, 2026), 59 restaurants businesses were named at least once. It isn't that most don't appear — it's that the same ones do: El Farallon showed up in 4.7% of answers, and the top 5 take 23.4% of all mentions.
Does a higher rating make ChatGPT name my business?
In this data, no. Rating barely separates the two groups. What separates most is review volume.
How many reviews do the businesses that appear have?
Median of 2357 reviews among those named vs 1048 among those not named — measured in this vertical, not pooled.
Before optimizing, measure
This is what separates the ones that appear, measured. What it doesn't tell you is where you stand. Your listing report tells you what yours is missing, in terms of your listing, not promises.
See my listing