Car repair shops in Edinburgh that AI assistants recommend

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

Kwik Fit is named most, in 33% of 36 answers.

The ranking

AI Recommendation Rate

1Kwik Fit33%
95%: 20 to 50%
ChatGPT
42%
Claude
33%
Gemini
25%
Questions
2 of 4
Avg. position
2.8
Named in answers to
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from ChatGPT and Claude
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from ChatGPT, Claude and Gemini
Also written Kwik Fit Edinburgh, KwikFit Edinburgh
Is this your business?
2Halfords Autocentre Edinburgh25%
95%: 14 to 41%
ChatGPT
42%
Claude
33%
Gemini
0%
Questions
3 of 4
Avg. position
3
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from ChatGPT
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from ChatGPT and Claude
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from ChatGPT and Claude
Is this your business?
3Harrison Motors17%
95%: 8 to 32%
ChatGPT
50%
Claude
0%
Gemini
0%
Questions
2 of 4
Avg. position
1.2
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from ChatGPT
- Which garage in Edinburgh is honest and fairly priced?, from ChatGPT
Is this your business?
4Murray Motor Company11%
95%: 4 to 25%
ChatGPT
0%
Claude
0%
Gemini
33%
Questions
2 of 4
Avg. position
1
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from Gemini
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Gemini
Is this your business?
5ECAS Motor Services11%
95%: 4 to 25%
ChatGPT
0%
Claude
33%
Gemini
0%
Questions
2 of 4
Avg. position
1.3
Named in answers to
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Claude
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from Claude
Also written ECAS, ECAS Motor Co, ECAS Motors
Is this your business?
6Murrayfield Garage11%
95%: 4 to 25%
ChatGPT
0%
Claude
0%
Gemini
33%
Questions
2 of 4
Avg. position
1.5
Named in answers to
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Gemini
- Which garage in Edinburgh is honest and fairly priced?, from Gemini
Also written Murrayfield Garage Services
Is this your business?
7Steins Garage11%
95%: 4 to 25%
ChatGPT
33%
Claude
0%
Gemini
0%
Questions
3 of 4
Avg. position
2
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from ChatGPT
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from ChatGPT
- Which garage in Edinburgh is honest and fairly priced?, from ChatGPT
Is this your business?
8A1 Autocentre Edinburgh11%
95%: 4 to 25%
ChatGPT
0%
Claude
25%
Gemini
8%
Questions
2 of 4
Avg. position
4.5
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from Claude and Gemini
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from Claude
Is this your business?
9Farmers Autocare8%
95%: 3 to 22%
ChatGPT
25%
Claude
0%
Gemini
0%
Questions
2 of 4
Avg. position
1
Named in answers to
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from ChatGPT
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from ChatGPT
Also written Farmer Autocare
Is this your business?
10Clarkston Garage8%
95%: 3 to 22%
ChatGPT
0%
Claude
0%
Gemini
25%
Questions
2 of 4
Avg. position
1.3
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from Gemini
- Which garage in Edinburgh is honest and fairly priced?, from Gemini
Is this your business?
11Formula One Autocentres8%
95%: 3 to 22%
ChatGPT
0%
Claude
0%
Gemini
25%
Questions
1 of 4
Avg. position
1.7
Named in answers to
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from Gemini
Is this your business?
12ChargeCar Edinburgh8%
95%: 3 to 22%
ChatGPT
0%
Claude
25%
Gemini
0%
Questions
2 of 4
Avg. position
2
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from Claude
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Claude
Is this your business?
13Craigleith Garage8%
95%: 3 to 22%
ChatGPT
0%
Claude
25%
Gemini
0%
Questions
3 of 4
Avg. position
2.7
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from Claude
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Claude
- Which garage in Edinburgh is honest and fairly priced?, from Claude
Is this your business?
14Edinburgh Car Services8%
95%: 3 to 22%
ChatGPT
0%
Claude
0%
Gemini
25%
Questions
2 of 4
Avg. position
3
Named in answers to
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Gemini
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from Gemini
Is this your business?
15Leith Walk Garage8%
95%: 3 to 22%
ChatGPT
0%
Claude
0%
Gemini
25%
Questions
2 of 4
Avg. position
3
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from Gemini
- Which garage in Edinburgh is honest and fairly priced?, from Gemini
Is this your business?
16Central Garage Edinburgh6%
95%: 2 to 18%
ChatGPT
0%
Claude
17%
Gemini
0%
Questions
1 of 4
Avg. position
1
Named in answers to
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Claude
Is this your business?
17Dalry Garage6%
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 garage for car repairs in Edinburgh?, from Gemini
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Gemini
Is this your business?
18Lothian Autocare6%
95%: 2 to 18%
ChatGPT
17%
Claude
0%
Gemini
0%
Questions
2 of 4
Avg. position
1.5
Named in answers to
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from ChatGPT
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from ChatGPT
Is this your business?
19Causewayside Garage6%
95%: 2 to 18%
ChatGPT
17%
Claude
0%
Gemini
0%
Questions
1 of 4
Avg. position
2
Named in answers to
- Which garage in Edinburgh is honest and fairly priced?, from ChatGPT
Is this your business?
20The Village Garage6%
95%: 2 to 18%
ChatGPT
17%
Claude
0%
Gemini
0%
Questions
2 of 4
Avg. position
2
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from ChatGPT
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from ChatGPT
Also written The Village Garage Edinburgh
Is this your business?
21Bruntsfield Garage6%
95%: 2 to 18%
ChatGPT
0%
Claude
0%
Gemini
17%
Questions
1 of 4
Avg. position
2.5
Named in answers to
- Which garage in Edinburgh is honest and fairly priced?, from Gemini
Is this your business?
22Calder Motor Company6%
95%: 2 to 18%
ChatGPT
0%
Claude
0%
Gemini
17%
Questions
2 of 4
Avg. position
3
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from Gemini
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Gemini
Is this your business?
23Falcon Motor Company6%
95%: 2 to 18%
ChatGPT
0%
Claude
17%
Gemini
0%
Questions
2 of 4
Avg. position
3
Named in answers to
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Claude
- Which garage in Edinburgh is honest and fairly priced?, from Claude
Is this your business?
24Forth Garage6%
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 garage for car repairs in Edinburgh?, from Claude
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from Claude
Is this your business?
25Project Shop6%
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 garage for car repairs in Edinburgh?, from Claude
- My engine warning light is on. Which mechanic in Edinburgh would you recommend?, from Claude
Also written Project Shop Edinburgh, Project Shop Fast Fit Autocentre
Is this your business?
26Marchmont Garage6%
95%: 2 to 18%
ChatGPT
0%
Claude
17%
Gemini
0%
Questions
2 of 4
Avg. position
4
Named in answers to
- What is the best garage for car repairs in Edinburgh?, from Claude
- Which garage in Edinburgh is honest and fairly priced?, from Claude
Is this your business?
27National Tyres and Autocare6%
95%: 2 to 18%
ChatGPT
0%
Claude
8%
Gemini
8%
Questions
1 of 4
Avg. position
4
Named in answers to
- I need new brakes on my car in Edinburgh. Which garage should I take it to?, from Claude and Gemini
Also written National Tyres and Autocare Edinburgh
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. 38 more names came up in a single answer and are counted above but not listed.

Car repair shops in Edinburgh: is this your field?

65different names in 36 answers, 38 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 Edinburgh, ChatGPT, Claude and Gemini named Kwik Fit most often, in 33% of answers (its AI Recommendation Rate), then Halfords Autocentre Edinburgh (25%) and Harrison Motors (17%). Across 36 answers they named 65 different businesses, 38 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.

33% of answers named Kwik Fit

Answers: 36
Businesses named: 65
Named only once: 38
Named by 2+ assistants: 4 of 27
Named again on a rerun: 32%

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	Harrison Motors50%	Kwik Fit33%	Murray Motor Company33%
2	Kwik Fit42%	Halfords Autocentre Edinburgh33%	Murrayfield Garage33%
3	Halfords Autocentre Edinburgh42%	ECAS Motor Services33%	Kwik Fit25%
4	Steins Garage33%	A1 Autocentre Edinburgh25%	Clarkston Garage25%
5	Farmers Autocare25%	ChargeCar Edinburgh25%	Formula One Autocentres25%

Questions about car repair shops in Edinburgh

How AI assistants recommend car repair shops

ChatGPT, Claude and Gemini named Kwik Fit most often, in 33% of 36 answers, then Halfords Autocentre Edinburgh (25%) and Harrison Motors (17%). 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 Harrison Motors most often (50% of its answers), Claude Kwik Fit (33%) and Gemini Murray Motor Company (33%). 4 of the 27 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, 32% 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/edinburgh"><img src="https://aigrow.gg/badges/index/2026-11/car-repair/edinburgh.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Edinburgh, 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 garage for car repairs in Edinburgh?
2My engine warning light is on. Which mechanic in Edinburgh would you recommend?
3Which garage in Edinburgh is honest and fairly priced?
4I need new brakes on my car in Edinburgh. Which garage should I take it to?

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 Kingdom. From the AI Source Map: 8 answers.

See every site for this category