Independent measurement
The auto repair shops AI actually recommends.
Drivers don't just search anymore — they ask AI who to see. So we are measuring the answer.
Benchmark in progress
We are measuring which auto repair shops AI assistants actually recommend. First results publish when the run completes.
Benchmark in progress
We are measuring which auto repair shops AI assistants actually recommend. First results publish when the run completes. How we measure it
The most recommended auto repair shops, metro by metro
No metro lists yet — the first benchmark run is in progress. Each metro will be published here, with every answer recorded, when it completes.
Measured, never sold.
No auto repair shop can pay to appear on these lists. A shop is listed only because AI actually recommended it when we asked — more than once. We publish how many of the checks named each one, not a place, because the count holds up when we ask again and a place doesn't. That's the whole formula.
Read the full methodologyCommon questions
How will you measure which U.S. auto repair shops AI recommends?
We ask leading AI assistants the questions real drivers ask — like "Who is the best auto repair shop near me?" — several different ways per metro, and record every shop recommended. A shop makes the list only if it is named in more than one of those answers, and we publish how many answers named it rather than a place in a ranking. The first edition is being measured now.
Can a auto repair shop pay to be on this list?
No. This list is measured, never sold. A shop appears on it only if AI actually recommended it when we asked. Money cannot buy a place on this list. Sponsored blocks are labeled advertising and sit outside the ranked list.
When will the first results publish?
As soon as the first benchmark run completes. After that we re-run the same benchmark quarterly with the same methodology, and the run date is printed on every page.
Are you a U.S. auto repair shop?
If your shop isn't on these lists, drivers who ask AI for an auto repair shop are being sent to someone else. Find out where you stand — free.
See if AI recommends you