How we measure who ChatGPT recommends

These rankings aren't opinions, votes, or paid placements. They are a record of what ChatGPT actually answered when we asked — the same way a driver would — who to see.

The five steps, in plain language

1. 1

   We ask the questions real drivers ask.

   In each metro we asked ChatGPT for an auto repair shop 4 different ways — everyday phrasings like "Who is the best auto repair shop near me?", "My transmission is slipping — which shop should I take it to?", and "Which auto repair shops let you pay over time?". No trick prompts, no leading questions. 12 metros × 4 questions = 48 checks for this edition.

2. 2

   We record every shop it names.

   Each answer gets logged exactly as given. We then match every recommendation against the 646 U.S. shops in our dataset. When ChatGPT names a business with multiple locations, we credit it once — one winner per named business, so no shop is double-counted.

3. 3

   We publish the count, not a number one.

   We tested this. Running the identical questions on the identical list a second time, the same day, changed which shop came out on top in more than a third of markets — and in most markets the top spot was already shared by two to five of them. What did NOT move was the count: a shop named in most checks was named in most checks again. So the page shows how many of the 4 checks named each one. Shops with the same count are shown together, alphabetically, because the measurement does not separate them.

4. 4

   Named once doesn't make the list.

   Shops named in exactly one check reappeared less than half the time when we re-ran the same questions. That is a coin flip, not a recommendation, so we keep the data and don't publish the name. Two mentions came back 86% of the time; four came back every time. Each metro page shows only the shops ChatGPT named more than once. We never publish a bottom list and never name who didn't make it.

5. 5

   We re-run it quarterly.

   The same benchmark, the same way, every quarter. Shops that improve their AI visibility can appear in the next edition — and the run date is printed on every page. This edition: August 2026.

This edition

Measured August 22, 2026 on ChatGPT (gpt-4o, with web search): 12 metros × 4 question phrasings = 48 checks. No other AI system is included in these numbers.

One difference from most boards in this network, stated plainly: every question here was asked twice, not once. Only 34% of the company-and-question pairs named on the first ask were named again on the second. Because asking twice finds more names, a shop has to be named in at least 3 of the 4 questions — on both asks — to be listed here, where most of our boards list at 2.

What this is — and what it isn't

Being on this list means ChatGPT recommended that shop when we asked, in this edition, in that metro. It is a measurement of AI visibility — not a judgment of the quality of anyone's work, and not a claim that unlisted auto repair shops are worse at what they do. AI answers also change over time, which is exactly why we re-measure quarterly and date every edition. See how often an AI names a local business across every trade we track.