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AI Visibility Index · September 2026

Car repair shops in Edinburgh that AI assistants recommend

We asked ChatGPT and Claude the four questions a buyer asks when looking for car repair shops in Edinburgh, 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 · Edinburgh
46%of answers named Edinburgh Autocare
Answers
24
Businesses named
43
Named only once
35
Named by 2+ assistants
6 of 8
Named again on a rerun
18%

Edition September 2026. Download the data

Asked for car repair shops in Edinburgh, ChatGPT and Claude most often named Edinburgh Autocare (46% of answers), Kwik Fit Edinburgh (46%) and The Edinburgh Garage (21%). Across 24 answers they named 43 different businesses, 35 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 Edinburgh named by AI assistants, September 2026
#BusinessShareChatGPTClaudeQuestionsAvg. position
1Edinburgh Autocare46%95%: 28 to 65%42%50%4 of 41.9
2Kwik Fit Edinburgh46%95%: 28 to 65%50%42%3 of 42.9
3The Edinburgh Garage21%95%: 9 to 41%25%17%3 of 41.4
4Autofix Ltd13%95%: 4 to 31%17%8%2 of 42
5Gogar Garage13%95%: 4 to 31%17%8%2 of 42
6Merlin Motors Edinburgh13%95%: 4 to 31%25%0%2 of 42
7Mackenzie Motors Edinburgh8%95%: 2 to 26%8%8%1 of 41
8Mackenzie Motors8%95%: 2 to 26%17%0%2 of 42

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. 35 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
1Kwik Fit Edinburgh50%Edinburgh Autocare50%
2Edinburgh Autocare42%Kwik Fit Edinburgh42%
3The Edinburgh Garage25%The Edinburgh Garage17%
4Merlin Motors Edinburgh25%Autofix Ltd8%
5Autofix Ltd17%Gogar Garage8%

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 Edinburgh, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/edinburgh"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/edinburgh.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Edinburgh, 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 garage for car repairs in Edinburgh?
  2. 2My engine warning light is on. Which mechanic in Edinburgh would you recommend?
  3. 3Which garage in Edinburgh is honest and fairly priced?
  4. 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
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
BirminghamBristolGlasgowLeedsLondonManchester
Also in Edinburgh
DentistsLawyersAccountantsPlumbersGymsReal estate agencies

Is your business on this list?

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Edition September 2026 · data under CC BY 4.0