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AI Visibility Index · September 2026

Car repair shops in Los Angeles that AI assistants recommend

We asked ChatGPT and Claude the four questions a buyer asks when looking for car repair shops in Los Angeles, 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 · Los Angeles
42%of answers named Japanese Auto Center
Answers
24
Businesses named
65
Named only once
56
Named by 2+ assistants
6 of 9
Named again on a rerun
9%

Edition September 2026. Download the data

Asked for car repair shops in Los Angeles, ChatGPT and Claude most often named Japanese Auto Center (42% of answers), Honest-1 Auto Care – Los Angeles (38%) and Beemer & Benz Inc. (13%). Across 24 answers they named 65 different businesses, 56 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 Los Angeles named by AI assistants, September 2026
#BusinessShareChatGPTClaudeQuestionsAvg. position
1Japanese Auto Center42%95%: 25 to 61%50%33%4 of 42.4
2Honest-1 Auto Care – Los AngelesAlso written Honest-1 Auto Care Los Angeles, Honest-1 Auto Care - Los Angeles38%95%: 21 to 57%17%58%4 of 41.7
3Beemer & Benz Inc.13%95%: 4 to 31%17%8%2 of 42.3
4Beverly Hills Auto Repair13%95%: 4 to 31%17%8%2 of 42.3
5M&N Automotive13%95%: 4 to 31%17%8%2 of 43.7
6A1 Auto Repair & Smog8%95%: 2 to 26%8%8%2 of 41.5
7Bavarian Workshop8%95%: 2 to 26%0%17%2 of 42
8Euro-Tech Motors8%95%: 2 to 26%0%17%2 of 42
9Mike's Auto Repair & Body Center8%95%: 2 to 26%17%0%2 of 42.5

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. 56 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
1Japanese Auto Center50%Honest-1 Auto Care – Los Angeles58%
2Honest-1 Auto Care – Los Angeles17%Japanese Auto Center33%
3Beemer & Benz Inc.17%Bavarian Workshop17%
4Beverly Hills Auto Repair17%Euro-Tech Motors17%
5M&N Automotive17%Beemer & Benz Inc.8%

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 Los Angeles, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/los-angeles"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/los-angeles.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Los Angeles, 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 Los Angeles?
  2. 2My check engine light is on. Which mechanic in Los Angeles would you recommend?
  3. 3Which auto repair shop in Los Angeles is honest and fairly priced?
  4. 4I need new brakes on my car in Los Angeles. 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
AustinBostonChicagoDallasHoustonMiami
Also in Los Angeles
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