Car repair shops in Glasgow that AI assistants recommend

Halfords Autocentres is named most, in 33% of 36 answers.

Car repair shops in Glasgow named by AI assistants, November 2026

  1. 1Halfords Autocentres33%

    95%: 20 to 50%

    ChatGPT
    75%
    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 Glasgow?, from ChatGPT
    • My engine warning light is on. Which mechanic in Glasgow would you recommend?, from ChatGPT
    • I need new brakes on my car in Glasgow. Which garage should I take it to?, from ChatGPT and Claude

    Also written Halfords Autocentre Glasgow, Halfords Autocentre

    Is this your business?
  2. 2Kwik Fit31%

    95%: 18 to 47%

    ChatGPT
    50%
    Claude
    25%
    Gemini
    17%
    Questions
    2 of 4
    Avg. position
    2.3

    Named in answers to

    • My engine warning light is on. Which mechanic in Glasgow would you recommend?, from ChatGPT
    • I need new brakes on my car in Glasgow. Which garage should I take it to?, from ChatGPT, Claude and Gemini

    Also written Kwik Fit Glasgow

    Is this your business?
  3. 3Mackie Motors28%

    95%: 16 to 44%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    83%
    Questions
    4 of 4
    Avg. position
    1

    Named in answers to

    • What is the best garage for car repairs in Glasgow?, from Gemini
    • My engine warning light is on. Which mechanic in Glasgow would you recommend?, from Gemini
    • Which garage in Glasgow is honest and fairly priced?, from Gemini
    • I need new brakes on my car in Glasgow. Which garage should I take it to?, from Gemini

    Also written Mackie Motors Glasgow

    Is this your business?
  4. 4First Stop11%

    95%: 4 to 25%

    ChatGPT
    33%
    Claude
    0%
    Gemini
    0%
    Questions
    3 of 4
    Avg. position
    1

    Named in answers to

    • What is the best garage for car repairs in Glasgow?, from ChatGPT
    • My engine warning light is on. Which mechanic in Glasgow would you recommend?, from ChatGPT
    • I need new brakes on my car in Glasgow. Which garage should I take it to?, from ChatGPT

    Also written First Stop Auto Centre, First Stop Autocare, First Stop Automotive, First Stop Glasgow

    Is this your business?
  5. 5McConechy's Tyres11%

    95%: 4 to 25%

    ChatGPT
    17%
    Claude
    0%
    Gemini
    17%
    Questions
    2 of 4
    Avg. position
    1.5

    Named in answers to

    • Which garage in Glasgow is honest and fairly priced?, from ChatGPT
    • I need new brakes on my car in Glasgow. Which garage should I take it to?, from Gemini

    Also written McConechy's Tyre & Auto Centre, McConechy’s Tyres & Autocare, McConechy's Tyres & Autocentres

    Is this your business?
  6. 6A&M Garage Services11%

    95%: 4 to 25%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    33%
    Questions
    2 of 4
    Avg. position
    2.3

    Named in answers to

    • What is the best garage for car repairs in Glasgow?, from Gemini
    • Which garage in Glasgow is honest and fairly priced?, from Gemini
    Is this your business?
  7. 7Formula One Autocentres11%

    95%: 4 to 25%

    ChatGPT
    0%
    Claude
    17%
    Gemini
    17%
    Questions
    1 of 4
    Avg. position
    3.5

    Named in answers to

    • I need new brakes on my car in Glasgow. Which garage should I take it to?, from Claude and Gemini

    Also written Formula One Autocentres Glasgow

    Is this your business?
  8. 8Byres Road Garage8%

    95%: 3 to 22%

    ChatGPT
    25%
    Claude
    0%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    1

    Named in answers to

    • What is the best garage for car repairs in Glasgow?, from ChatGPT
    • Which garage in Glasgow is honest and fairly priced?, from ChatGPT
    Is this your business?
  9. 9Arnold Clark8%

    95%: 3 to 22%

    ChatGPT
    8%
    Claude
    17%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    1.7

    Named in answers to

    • What is the best garage for car repairs in Glasgow?, from Claude
    • My engine warning light is on. Which mechanic in Glasgow would you recommend?, from ChatGPT

    Also written Arnold Clark Autocentre, Arnold Clark Service and Parts Centre

    Is this your business?
  10. 10ATS Euromaster8%

    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 Glasgow. Which garage should I take it to?, from Claude

    Also written ATS Euromaster Glasgow

    Is this your business?
  11. 11Station Garage8%

    95%: 3 to 22%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    25%
    Questions
    3 of 4
    Avg. position
    2

    Named in answers to

    • My engine warning light is on. Which mechanic in Glasgow would you recommend?, from Gemini
    • Which garage in Glasgow is honest and fairly priced?, from Gemini
    • I need new brakes on my car in Glasgow. Which garage should I take it to?, from Gemini
    Is this your business?
  12. 12Clyde Auto Repairs8%

    95%: 3 to 22%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    25%
    Questions
    2 of 4
    Avg. position
    2.7

    Named in answers to

    • My engine warning light is on. Which mechanic in Glasgow would you recommend?, from Gemini
    • Which garage in Glasgow is honest and fairly priced?, from Gemini
    Is this your business?
  13. 13A1 MOT & Service Centre6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    17%
    Questions
    2 of 4
    Avg. position
    2

    Named in answers to

    • What is the best garage for car repairs in Glasgow?, from Gemini
    • Which garage in Glasgow is honest and fairly priced?, from Gemini
    Is this your business?
  14. 14Macklin Motors Glasgow6%

    95%: 2 to 18%

    ChatGPT
    17%
    Claude
    0%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    2

    Named in answers to

    • What is the best garage for car repairs in Glasgow?, from ChatGPT
    Is this your business?
  15. 15Merchant City Motors6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    17%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    2

    Named in answers to

    • Which garage in Glasgow is honest and fairly priced?, from Claude
    Is this your business?
  16. 16Clyde Auto Services6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    17%
    Questions
    1 of 4
    Avg. position
    2.5

    Named in answers to

    • My engine warning light is on. Which mechanic in Glasgow would you recommend?, from Gemini
    Is this your business?
  17. 17Merlin Garage Services6%

    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 Glasgow?, from Claude
    • I need new brakes on my car in Glasgow. Which garage should I take it to?, from Claude
    Is this your business?
  18. 18National Tyres and Autocare6%

    95%: 2 to 18%

    ChatGPT
    8%
    Claude
    8%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    3

    Named in answers to

    • I need new brakes on my car in Glasgow. Which garage should I take it to?, from ChatGPT and Claude
    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. 28 more names came up in a single answer and are counted above but not listed.

Car repair shops in Glasgow: is this your field?

46different names in 36 answers, 28 of them only once. The assistants change their minds from one answer to the next.

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How the AIGROW Score is measured

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AI Visibility Index · November 2026

Asked about car repair shops in Glasgow, ChatGPT, Claude and Gemini named Halfords Autocentres most often, in 33% of answers (its AI Recommendation Rate), then Kwik Fit (31%) and Mackie Motors (28%). Across 36 answers they named 46 different businesses, 28 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.

Car repair shops · Glasgow

33% of answers named Halfords Autocentres

Answers
36
Businesses named
46
Named only once
28
Named by 2+ assistants
6 of 18
Named again on a rerun
39%

Edition November 2026. Download the data

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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.

#ChatGPTClaudeGemini
1Halfords Autocentres75%Halfords Autocentres25%Mackie Motors83%
2Kwik Fit50%Kwik Fit25%A&M Garage Services33%
3First Stop33%ATS Euromaster25%Station Garage25%
4Byres Road Garage25%Formula One Autocentres17%Clyde Auto Repairs25%
5McConechy's Tyres17%Arnold Clark17%Kwik Fit17%

Claude named no business in 4 of its 12 answers.

Questions about car repair shops in Glasgow

ChatGPT, Claude and Gemini named Halfords Autocentres most often, in 33% of 36 answers, then Kwik Fit (31%) and Mackie Motors (28%). 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 Halfords Autocentres most often (75% of its answers), Claude Halfords Autocentres (25%) and Gemini Mackie Motors (83%). 6 of the 18 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, 39% 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.

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

  1. 1What is the best garage for car repairs in Glasgow?
  2. 2My engine warning light is on. Which mechanic in Glasgow would you recommend?
  3. 3Which garage in Glasgow is honest and fairly priced?
  4. 4I need new brakes on my car in Glasgow. Which garage should I take it to?

How to read this page

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.

reddit.com
Read in 88% of the answers
wikipedia.org
Read in 88% of the answers
themotorombudsman.org
Read in 75% of the answers

AI Visibility Index

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Edition November 2026 · published by Guglielmo Paesano, founder of AIGROW · data under CC BY 4.0