What professional services businesses that ChatGPT names have in common
Across 115 measured ChatGPT answers to 115 distinct questions in 10 cities (Jul 15, 2026 – Aug 24, 2026), 34 professional services businesses were named at least once.
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=34) | Doesn't appear (n=136) |
|---|---|---|
| Has a website | 73.5% | 58.1% |
| Substantive description | 64.7% | 42.6% |
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 |
|---|---|---|
| Reviews (median) · n=34/136 | 0 | 0 |
| Hours published | 94.1% | 91.9% |
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 115 answers of ChatGPT.
Answers by city: Acapulco de Juárez 12 · Cuernavaca 12 · Providencia 12 · San Isidro 12 · Tlayacapan 12 · Toluca de Lerdo 12 · Juárez 11 · León de los Aldama 11 · Monterrey 11 · Expat hubs (Chapala/SMA/Vallarta/Merida/Cabo) 10.
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 professional services businesses that ChatGPT names have in common?
Across 115 measured ChatGPT answers to 115 distinct questions in 10 cities (Jul 15, 2026 – Aug 24, 2026), 34 professional services businesses were named at least once.
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 0 reviews among those named vs 0 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