Car repair shops in Montpellier that AI assistants recommend

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

Norauto is named most, in 56% of 36 answers.

The ranking

AI Recommendation Rate

1Norauto56%
95%: 40 to 71%
ChatGPT
92%
Claude
58%
Gemini
17%
Questions
4 of 4
Avg. position
2.1
Named in answers to
- What is the best auto repair shop in Montpellier?, from ChatGPT and Claude
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from ChatGPT and Claude
- Which auto repair shop in Montpellier is honest and fairly priced?, from ChatGPT
- I need new brakes on my car in Montpellier. Where should I take it?, from ChatGPT, Claude and Gemini
Also written Norauto Montpellier, Norauto Montpellier Prés d'Arènes
Is this your business?
2Speedy44%
95%: 30 to 60%
ChatGPT
8%
Claude
58%
Gemini
67%
Questions
4 of 4
Avg. position
2.8
Named in answers to
- What is the best auto repair shop in Montpellier?, from Claude and Gemini
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from Claude and Gemini
- Which auto repair shop in Montpellier is honest and fairly priced?, from ChatGPT and Gemini
- I need new brakes on my car in Montpellier. Where should I take it?, from Claude and Gemini
Also written Speedy Montpellier, Speedy Montpellier Centre
Is this your business?
3Feu Vert42%
95%: 27 to 58%
ChatGPT
67%
Claude
58%
Gemini
0%
Questions
3 of 4
Avg. position
1.8
Named in answers to
- What is the best auto repair shop in Montpellier?, from ChatGPT and Claude
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from ChatGPT and Claude
- I need new brakes on my car in Montpellier. Where should I take it?, from ChatGPT and Claude
Also written Feu Vert Montpellier, Feu Vert Montpellier Lattes
Is this your business?
4Midas42%
95%: 27 to 58%
ChatGPT
75%
Claude
42%
Gemini
8%
Questions
4 of 4
Avg. position
2.9
Named in answers to
- What is the best auto repair shop in Montpellier?, from ChatGPT and Claude
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from ChatGPT
- Which auto repair shop in Montpellier is honest and fairly priced?, from ChatGPT
- I need new brakes on my car in Montpellier. Where should I take it?, from ChatGPT, Claude and Gemini
Also written Midas Montpellier
Is this your business?
5Garage de la Comédie22%
95%: 12 to 38%
ChatGPT
0%
Claude
0%
Gemini
67%
Questions
4 of 4
Avg. position
1.1
Named in answers to
- What is the best auto repair shop in Montpellier?, from Gemini
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from Gemini
- Which auto repair shop in Montpellier is honest and fairly priced?, from Gemini
- I need new brakes on my car in Montpellier. Where should I take it?, from Gemini
Is this your business?
6Bosch Car Service14%
95%: 6 to 29%
ChatGPT
33%
Claude
0%
Gemini
8%
Questions
3 of 4
Avg. position
1.4
Named in answers to
- What is the best auto repair shop in Montpellier?, from ChatGPT
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from ChatGPT
- Which auto repair shop in Montpellier is honest and fairly priced?, from Gemini
Also written Bosch Car Service Montpellier, Garage Auto Montpellier Sud
Is this your business?
7Auto Primo14%
95%: 6 to 29%
ChatGPT
0%
Claude
0%
Gemini
42%
Questions
3 of 4
Avg. position
2.4
Named in answers to
- What is the best auto repair shop in Montpellier?, from Gemini
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from Gemini
- Which auto repair shop in Montpellier is honest and fairly priced?, from Gemini
Also written Auto Primo - Garage du Millénaire, Auto Primo - Garage de la Gare
Is this your business?
8Point S Montpellier14%
95%: 6 to 29%
ChatGPT
0%
Claude
42%
Gemini
0%
Questions
3 of 4
Avg. position
4.8
Named in answers to
- What is the best auto repair shop in Montpellier?, from Claude
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from Claude
- I need new brakes on my car in Montpellier. Where should I take it?, from Claude
Is this your business?
9Garage du Millénaire11%
95%: 4 to 25%
ChatGPT
0%
Claude
0%
Gemini
33%
Questions
3 of 4
Avg. position
1.3
Named in answers to
- What is the best auto repair shop in Montpellier?, from Gemini
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from Gemini
- Which auto repair shop in Montpellier is honest and fairly priced?, from Gemini
Is this your business?
10Garage de l'Aube8%
95%: 3 to 22%
ChatGPT
0%
Claude
0%
Gemini
25%
Questions
3 of 4
Avg. position
3
Named in answers to
- What is the best auto repair shop in Montpellier?, from Gemini
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from Gemini
- Which auto repair shop in Montpellier is honest and fairly priced?, from Gemini
Also written Garage de l'Aube Rouge
Is this your business?
11Garage Renault Montpellier8%
95%: 3 to 22%
ChatGPT
0%
Claude
25%
Gemini
0%
Questions
2 of 4
Avg. position
4.3
Named in answers to
- What is the best auto repair shop in Montpellier?, from Claude
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from Claude
Is this your business?
12Garage Delko Montpellier6%
95%: 2 to 18%
ChatGPT
17%
Claude
0%
Gemini
0%
Questions
1 of 4
Avg. position
1
Named in answers to
- Which auto repair shop in Montpellier is honest and fairly priced?, from ChatGPT
Is this your business?
13AD Garage6%
95%: 2 to 18%
ChatGPT
8%
Claude
0%
Gemini
8%
Questions
2 of 4
Avg. position
1.5
Named in answers to
- My check engine light is on. Which mechanic in Montpellier would you recommend?, from Gemini
- Which auto repair shop in Montpellier is honest and fairly priced?, from ChatGPT
Also written Auto Montpellier Sud
Is this your business?
14Garage de la Gare6%
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 Montpellier?, from Gemini
- Which auto repair shop in Montpellier is honest and fairly priced?, from Gemini
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. 3 more names came up in a single answer and are counted above but not listed.

Car repair shops in Montpellier: is this your field?

17different names in 36 answers, 3 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.

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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 Montpellier, ChatGPT, Claude and Gemini named Norauto most often, in 56% of answers (its AI Recommendation Rate), then Speedy (44%) and Feu Vert (42%). Across 36 answers they named 17 different businesses, 3 of them only once. Each of four buyer questions was asked three times, in French, 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.

56% of answers named Norauto

Answers: 36
Businesses named: 17
Named only once: 3
Named by 2+ assistants: 6 of 14
Named again on a rerun: 63%

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	Norauto92%	Norauto58%	Speedy67%
2	Midas75%	Speedy58%	Garage de la Comédie67%
3	Feu Vert67%	Feu Vert58%	Auto Primo42%
4	Bosch Car Service33%	Midas42%	Garage du Millénaire33%
5	Garage Delko Montpellier17%	Point S Montpellier42%	Garage de l'Aube25%

Claude named no business in 5 of its 12 answers.

Questions about car repair shops in Montpellier

How AI assistants recommend car repair shops

ChatGPT, Claude and Gemini named Norauto most often, in 56% of 36 answers, then Speedy (44%) and Feu Vert (42%). 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 Norauto most often (92% of its answers), Claude Norauto (58%) and Gemini Speedy (67%). 6 of the 14 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, 63% 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/montpellier"><img src="https://aigrow.gg/badges/index/2026-11/car-repair/montpellier.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Montpellier, AIGROW AI Visibility Index, November 2026"></a>

The questions

Asked word for word, three times each, to every assistant, in French. The English under each is our translation. 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.

1Quel est le meilleur garage automobile à Montpellier ?What is the best auto repair shop in Montpellier?
2Mon voyant moteur est allumé. Quel mécanicien me conseilles-tu à Montpellier ?My check engine light is on. Which mechanic in Montpellier would you recommend?
3Quel garage automobile est honnête et propose des tarifs corrects à Montpellier ?Which auto repair shop in Montpellier is honest and fairly priced?
4J’ai besoin de faire changer les freins de ma voiture à Montpellier. Tu me conseilles quel garage ?I need new brakes on my car in Montpellier. 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.