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AI Visibility Index · September 2026

Car repair shops in San Francisco that AI assistants recommend

We asked ChatGPT and Claude the four questions a buyer asks when looking for car repair shops in San Francisco, three times each, in English, and counted who they named. These are the businesses named in two or more of the 24 answers.

Check whether AI names youSee the ranking

Names are printed as the assistants wrote them. We have not checked that any of them is good, open, or real.

Car repair shops · San Francisco
79%of answers named San Francisco Automotive Solutions
Answers
24
Businesses named
48
Named only once
34
Named by 2+ assistants
9 of 14
Named again on a rerun
21%

Edition September 2026. Download the data

Asked for car repair shops in San Francisco, ChatGPT and Claude most often named San Francisco Automotive Solutions (79% of answers), Pat's Garage (21%) and K & C Auto Service (17%). Across 24 answers they named 48 different businesses, 34 of them only once. Each of four buyer questions was asked three times, in English, in September 2026.

The ranking

Share is the fraction of the 24 answers that named a business. The range under it is a 95% confidence interval: where two ranges overlap, the gap between those businesses could be chance.

Car repair shops in San Francisco named by AI assistants, September 2026
#BusinessShareChatGPTClaudeQuestionsAvg. position
1San Francisco Automotive Solutions79%95%: 60 to 91%100%58%4 of 41.4
2Pat's Garage21%95%: 9 to 41%8%33%3 of 41.8
3K & C Auto Service17%95%: 7 to 36%8%25%3 of 42
4Emerald Auto & Brake17%95%: 7 to 36%0%33%3 of 42.5
5Art's AutomotiveAlso written Art’s Automotive17%95%: 7 to 36%25%8%3 of 43
6Sunset 76 Auto Repair13%95%: 4 to 31%17%8%3 of 42
7Precision Auto Repair13%95%: 4 to 31%17%8%1 of 43
8San Francisco Auto Works13%95%: 4 to 31%0%25%2 of 43.7
9Action Auto Care13%95%: 4 to 31%0%25%2 of 44.3
10Sunset 76 Auto Repair & Tire Center13%95%: 4 to 31%0%25%2 of 44.3
11Kahn & Keville8%95%: 2 to 26%0%17%1 of 41.5
12Bay 6 Auto ServiceAlso written Bay6 Auto Service8%95%: 2 to 26%8%8%2 of 42
13Roxie’s Automotive Service8%95%: 2 to 26%8%8%1 of 42
14Stress-Free Auto Care8%95%: 2 to 26%8%8%1 of 43

Each assistant column is the share of that assistant's own answers. Questions counts how many of the four produced the name at least once; position is where it came in the answer's list, 1 being first. 34 more names came up in a single answer and are counted above but not listed.

What each assistant said

The same questions, the same number of times, and often different names. Each column is one assistant's top five from the ranking above, with the share of its own answers that named them.

#ChatGPTClaude
1San Francisco Automotive Solutions100%San Francisco Automotive Solutions58%
2Art's Automotive25%Pat's Garage33%
3Sunset 76 Auto Repair17%Emerald Auto & Brake33%
4Precision Auto Repair17%K & C Auto Service25%
5Pat's Garage8%San Francisco Auto Works25%

Named here? Put it on your site

Every business in the ranking was named in two or more answers. The badge says that and nothing more: no position, because the ranges above do not support one. It links back to this page, so anyone can check.

Correct or remove a listing
Named by AI assistants: Car repair shops in San Francisco, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/san-francisco"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/san-francisco.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in San Francisco, AIGROW AI Visibility Index, September 2026"></a>

The questions

Asked word for word, three times each, to every assistant through its API. The prompt is the one the free scan uses. No web search, no location and no chat history, so every answer starts from the same place.

  1. 1What is the best auto repair shop in San Francisco?
  2. 2My check engine light is on. Which mechanic in San Francisco would you recommend?
  3. 3Which auto repair shop in San Francisco is honest and fairly priced?
  4. 4I need new brakes on my car in San Francisco. Where should I take it?

How to read this page

The full method
What it measures
Which names these models produce when asked cold, from what they learned in training. It is not a review, a rating or our recommendation, and a business missing here may simply be one the models were never shown.
Why the ranges matter
24 answers is a sample. Asked again next month, most shares will move by a few points; the ranges say how far they could move by chance alone.
One business, several spellings
Branches, legal suffixes and spellings of one business are merged, and the other spellings are printed under its name. Names that might be two businesses are kept apart.
A name is wrong
If a business here is closed, misnamed or yours and you want it removed, tell us. We correct or remove it when the page is next published.

Elsewhere in the Index

Car repair shops elsewhere
AustinBostonChicagoDallasHoustonLos Angeles
Also in San Francisco
DentistsLawyersAccountantsPlumbersGymsReal estate agencies

Is your business on this list?

The free scan asks the same assistants the questions your customers ask, scores whether they name you, and lists who they name instead.

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Edition September 2026 · data under CC BY 4.0