Car repair shops in Seattle that AI assistants recommend

Name: AI assistant recommendations: Car repair shops in Seattle, November 2026
Creator: AIGROW
License: https://creativecommons.org/licenses/by/4.0/

Repair Revolution is named most, in 39% of 36 answers.

The ranking

AI Recommendation Rate

1Repair Revolution39%
95%: 25 to 55%
ChatGPT
100%
Claude
0%
Gemini
17%
Questions
4 of 4
Avg. position
1.4
Named in answers to
- What is the best auto repair shop in Seattle?, from ChatGPT
- My check engine light is on. Which mechanic in Seattle would you recommend?, from ChatGPT
- Which auto repair shop in Seattle is honest and fairly priced?, from ChatGPT and Gemini
- I need new brakes on my car in Seattle. Where should I take it?, from ChatGPT
Is this your business?
2Chuck's Auto Repair33%
95%: 20 to 50%
ChatGPT
0%
Claude
0%
Gemini
100%
Questions
4 of 4
Avg. position
1.7
Named in answers to
- What is the best auto repair shop in Seattle?, from Gemini
- My check engine light is on. Which mechanic in Seattle would you recommend?, from Gemini
- Which auto repair shop in Seattle is honest and fairly priced?, from Gemini
- I need new brakes on my car in Seattle. Where should I take it?, from Gemini
Also written Chuck's Automotive, Chuck's Auto Supply & Repair
Is this your business?
3Budd & Company Automotive31%
95%: 18 to 47%
ChatGPT
92%
Claude
0%
Gemini
0%
Questions
4 of 4
Avg. position
1.9
Named in answers to
- What is the best auto repair shop in Seattle?, from ChatGPT
- My check engine light is on. Which mechanic in Seattle would you recommend?, from ChatGPT
- Which auto repair shop in Seattle is honest and fairly priced?, from ChatGPT
- I need new brakes on my car in Seattle. Where should I take it?, from ChatGPT
Is this your business?
4No. 1 Japanese Auto Repair17%
95%: 8 to 32%
ChatGPT
50%
Claude
0%
Gemini
0%
Questions
2 of 4
Avg. position
2.8
Named in answers to
- My check engine light is on. Which mechanic in Seattle would you recommend?, from ChatGPT
- Which auto repair shop in Seattle is honest and fairly priced?, from ChatGPT
Also written No 1 Japanese Auto Repair
Is this your business?
5Les Schwab Tire Center17%
95%: 8 to 32%
ChatGPT
25%
Claude
25%
Gemini
0%
Questions
1 of 4
Avg. position
3.3
Named in answers to
- I need new brakes on my car in Seattle. Where should I take it?, from ChatGPT and Claude
Is this your business?
6Midas14%
95%: 6 to 29%
ChatGPT
17%
Claude
25%
Gemini
0%
Questions
1 of 4
Avg. position
3.4
Named in answers to
- I need new brakes on my car in Seattle. Where should I take it?, from ChatGPT and Claude
Is this your business?
7Swedish Automotive11%
95%: 4 to 25%
ChatGPT
0%
Claude
0%
Gemini
33%
Questions
4 of 4
Avg. position
1.3
Named in answers to
- What is the best auto repair shop in Seattle?, from Gemini
- My check engine light is on. Which mechanic in Seattle would you recommend?, from Gemini
- Which auto repair shop in Seattle is honest and fairly priced?, from Gemini
- I need new brakes on my car in Seattle. Where should I take it?, from Gemini
Is this your business?
8Ballard Automotive11%
95%: 4 to 25%
ChatGPT
0%
Claude
0%
Gemini
33%
Questions
2 of 4
Avg. position
2.3
Named in answers to
- My check engine light is on. Which mechanic in Seattle would you recommend?, from Gemini
- I need new brakes on my car in Seattle. Where should I take it?, from Gemini
Is this your business?
9Brake Masters8%
95%: 3 to 22%
ChatGPT
0%
Claude
25%
Gemini
0%
Questions
1 of 4
Avg. position
1.7
Named in answers to
- I need new brakes on my car in Seattle. Where should I take it?, from Claude
Is this your business?
10EuroCar Service8%
95%: 3 to 22%
ChatGPT
0%
Claude
0%
Gemini
25%
Questions
2 of 4
Avg. position
2.3
Named in answers to
- My check engine light is on. Which mechanic in Seattle would you recommend?, from Gemini
- I need new brakes on my car in Seattle. Where should I take it?, from Gemini
Is this your business?
11Greg's Japanese Auto8%
95%: 3 to 22%
ChatGPT
0%
Claude
0%
Gemini
25%
Questions
3 of 4
Avg. position
2.3
Named in answers to
- What is the best auto repair shop in Seattle?, from Gemini
- My check engine light is on. Which mechanic in Seattle would you recommend?, from Gemini
- Which auto repair shop in Seattle is honest and fairly priced?, from Gemini
Also written Greg's Japanese Auto & Import Service
Is this your business?
12Interbay Auto Service8%
95%: 3 to 22%
ChatGPT
0%
Claude
25%
Gemini
0%
Questions
2 of 4
Avg. position
3
Named in answers to
- What is the best auto repair shop in Seattle?, from Claude
- My check engine light is on. Which mechanic in Seattle would you recommend?, from Claude
Also written Interbay Automotive
Is this your business?
13Yale Automotive8%
95%: 3 to 22%
ChatGPT
0%
Claude
25%
Gemini
0%
Questions
2 of 4
Avg. position
4.3
Named in answers to
- My check engine light is on. Which mechanic in Seattle would you recommend?, from Claude
- Which auto repair shop in Seattle is honest and fairly priced?, from Claude
Is this your business?
14Firestone Complete Auto Care8%
95%: 3 to 22%
ChatGPT
0%
Claude
25%
Gemini
0%
Questions
1 of 4
Avg. position
4.7
Named in answers to
- I need new brakes on my car in Seattle. Where should I take it?, from Claude
Is this your business?
15Eastside European8%
95%: 3 to 22%
ChatGPT
0%
Claude
25%
Gemini
0%
Questions
2 of 4
Avg. position
5.3
Named in answers to
- Which auto repair shop in Seattle is honest and fairly priced?, from Claude
- I need new brakes on my car in Seattle. Where should I take it?, from Claude
Is this your business?
16Lake City Automotive6%
95%: 2 to 18%
ChatGPT
0%
Claude
17%
Gemini
0%
Questions
1 of 4
Avg. position
1
Named in answers to
- What is the best auto repair shop in Seattle?, from Claude
Is this your business?
17Scanwest Autosport6%
95%: 2 to 18%
ChatGPT
0%
Claude
0%
Gemini
17%
Questions
2 of 4
Avg. position
1.5
Named in answers to
- What is the best auto repair shop in Seattle?, from Gemini
- Which auto repair shop in Seattle is honest and fairly priced?, from Gemini
Is this your business?
18Autotrek6%
95%: 2 to 18%
ChatGPT
0%
Claude
17%
Gemini
0%
Questions
1 of 4
Avg. position
2.5
Named in answers to
- What is the best auto repair shop in Seattle?, from Claude
Is this your business?
19Alpine Autowerks6%
95%: 2 to 18%
ChatGPT
0%
Claude
17%
Gemini
0%
Questions
2 of 4
Avg. position
3
Named in answers to
- What is the best auto repair shop in Seattle?, from Claude
- Which auto repair shop in Seattle is honest and fairly priced?, from Claude
Also written Alpine Autoworks
Is this your business?
20Ballard Auto Repair6%
95%: 2 to 18%
ChatGPT
0%
Claude
0%
Gemini
17%
Questions
1 of 4
Avg. position
3
Named in answers to
- What is the best auto repair shop in Seattle?, from Gemini
Is this your business?
21Igo Autogroup6%
95%: 2 to 18%
ChatGPT
0%
Claude
17%
Gemini
0%
Questions
1 of 4
Avg. position
4
Named in answers to
- Which auto repair shop in Seattle is honest and fairly priced?, from Claude
Also written Igo Autoworks
Is this your business?
22West Seattle Auto Repair6%
95%: 2 to 18%
ChatGPT
0%
Claude
17%
Gemini
0%
Questions
2 of 4
Avg. position
4.5
Named in answers to
- What is the best auto repair shop in Seattle?, from Claude
- My check engine light is on. Which mechanic in Seattle would you recommend?, from Claude
Also written West Seattle Auto Service
Is this your business?

Open a row to see each assistant's share of its 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. 44 more names came up in a single answer and are counted above but not listed.

Car repair shops in Seattle: is this your field?

66different names in 36 answers, 44 of them only once. The assistants change their minds from one answer to the next.

Check whether AI names you

Is this your business?

Named on this list? Get the badge for your website and a free scan of who AI assistants recommend to your customers. Use the badge only for a business named here. It records this edition, without verifying ownership or promising future mentions.

AIGROW ScoreIs this your business? See your AIGROW ScoreHow the AIGROW Score is measured

No business can pay to appear in the Index, rise in it or be removed from it. How the Index stays neutral

AI Visibility Index · November 2026

Asked about car repair shops in Seattle, ChatGPT, Claude and Gemini named Repair Revolution most often, in 39% of answers (its AI Recommendation Rate), then Chuck's Auto Repair (33%). Across 36 answers they named 66 different businesses, 44 of them only once. Each of four buyer questions was asked three times, in English, in November 2026.

The AI Recommendation Rate is the fraction of the 36 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.

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

39% of answers named Repair Revolution

Answers: 36
Businesses named: 66
Named only once: 44
Named by 2+ assistants: 3 of 22
Named again on a rerun: 45%

Edition November 2026. Download the data

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.

#	ChatGPT	Claude	Gemini
1	Repair Revolution100%	Les Schwab Tire Center25%	Chuck's Auto Repair100%
2	Budd & Company Automotive92%	Midas25%	Swedish Automotive33%
3	No. 1 Japanese Auto Repair50%	Brake Masters25%	Ballard Automotive33%
4	Les Schwab Tire Center25%	Interbay Auto Service25%	EuroCar Service25%
5	Midas17%	Yale Automotive25%	Greg's Japanese Auto25%

Questions about car repair shops in Seattle

How AI assistants recommend car repair shops

ChatGPT, Claude and Gemini named Repair Revolution most often, in 39% of 36 answers, then Chuck's Auto Repair (33%) and Budd & Company Automotive (31%). The names come from what the assistants answered to four buyer questions in November 2026; we have not checked that any of them is good, open or real.

Not always. ChatGPT named Repair Revolution most often (100% of its answers), Claude Les Schwab Tire Center (25%) and Gemini Chuck's Auto Repair (100%). 3 of the 22 listed businesses were named by two or more of them.

Each question was asked three times. Of the names an assistant gave for a question, 45% came back in two or more of those runs; the rest came up once. The 95% range beside each rate in the ranking shows how far it could move by chance.

Run the free checker: it asks ChatGPT, Claude, Gemini and Grok two of the Index questions for car repair shops, with the category and the place already filled in, and shows every answer word for word. About 30 seconds, no sign-up. The page on how AI assistants recommend car repair shops shows what an owner can work on. Nothing can guarantee that an assistant names you.

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

<a href="https://aigrow.gg/index/car-repair/seattle"><img src="https://aigrow.gg/badges/index/2026-11/car-repair/seattle.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Seattle, AIGROW AI Visibility Index, November 2026"></a>

The questions

Asked word for word, three times each, to every assistant. 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.

1What is the best auto repair shop in Seattle?
2My check engine light is on. Which mechanic in Seattle would you recommend?
3Which auto repair shop in Seattle is honest and fairly priced?
4I need new brakes on my car in Seattle. 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: 36 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.

Where the assistants look

The sites read most often, with web search on, before the assistants answer about this category in the United States. From the AI Source Map: 11 answers.

See every site for this category