Car repair shops in Nantes that AI assistants recommend

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

Norauto is named most, in 50% of 36 answers.

The ranking

AI Recommendation Rate

1Norauto50%
95%: 35 to 66%
ChatGPT
100%
Claude
42%
Gemini
8%
Questions
4 of 4
Avg. position
1.9
Named in answers to
- What is the best auto repair shop in Nantes?, from ChatGPT and Claude
- My check engine light is on. Which mechanic in Nantes would you recommend?, from ChatGPT
- Which auto repair shop in Nantes is honest and fairly priced?, from ChatGPT
- I need new brakes on my car in Nantes. Where should I take it?, from ChatGPT, Claude and Gemini
Also written Norauto Nantes, Norauto Nantes Saint-Herblain, Norauto Nantes Atlantis, Norauto Nantes Orvault, Norauto Nantes Saint-Sébastien-sur-Loire
Is this your business?
2Garage de la Beaujoire33%
95%: 20 to 50%
ChatGPT
0%
Claude
0%
Gemini
100%
Questions
4 of 4
Avg. position
1
Named in answers to
- What is the best auto repair shop in Nantes?, from Gemini
- My check engine light is on. Which mechanic in Nantes would you recommend?, from Gemini
- Which auto repair shop in Nantes is honest and fairly priced?, from Gemini
- I need new brakes on my car in Nantes. Where should I take it?, from Gemini
Is this your business?
3Feu Vert33%
95%: 20 to 50%
ChatGPT
58%
Claude
42%
Gemini
0%
Questions
4 of 4
Avg. position
2
Named in answers to
- What is the best auto repair shop in Nantes?, from ChatGPT and Claude
- My check engine light is on. Which mechanic in Nantes would you recommend?, from ChatGPT
- Which auto repair shop in Nantes is honest and fairly priced?, from ChatGPT
- I need new brakes on my car in Nantes. Where should I take it?, from ChatGPT and Claude
Also written Feu Vert Nantes, Feu Vert Nantes Paridis, Feu Vert Nantes Atlantis
Is this your business?
4Speedy33%
95%: 20 to 50%
ChatGPT
25%
Claude
42%
Gemini
33%
Questions
3 of 4
Avg. position
2.9
Named in answers to
- What is the best auto repair shop in Nantes?, from ChatGPT and Claude
- My check engine light is on. Which mechanic in Nantes would you recommend?, from Gemini
- I need new brakes on my car in Nantes. Where should I take it?, from ChatGPT, Claude and Gemini
Also written Speedy Nantes, Speedy Nantes Centre
Is this your business?
5Midas33%
95%: 20 to 50%
ChatGPT
58%
Claude
42%
Gemini
0%
Questions
4 of 4
Avg. position
3.1
Named in answers to
- What is the best auto repair shop in Nantes?, from ChatGPT and Claude
- My check engine light is on. Which mechanic in Nantes would you recommend?, from ChatGPT
- Which auto repair shop in Nantes is honest and fairly priced?, from ChatGPT
- I need new brakes on my car in Nantes. Where should I take it?, from ChatGPT and Claude
Also written Midas Nantes, Midas Nantes Centre, Midas Nantes Dalby, Midas Nantes Zola
Is this your business?
6Auto Primo31%
95%: 18 to 47%
ChatGPT
0%
Claude
0%
Gemini
92%
Questions
4 of 4
Avg. position
2.4
Named in answers to
- What is the best auto repair shop in Nantes?, from Gemini
- My check engine light is on. Which mechanic in Nantes would you recommend?, from Gemini
- Which auto repair shop in Nantes is honest and fairly priced?, from Gemini
- I need new brakes on my car in Nantes. Where should I take it?, from Gemini
Also written Auto Primo - Garage du Petit Port, Auto Primo - Garage de l'Erdre, Auto Primo - Garage des Dervallières, Auto Primo - Garage Saint-Donatien
Is this your business?
7AD Garage11%
95%: 4 to 25%
ChatGPT
33%
Claude
0%
Gemini
0%
Questions
2 of 4
Avg. position
1.3
Named in answers to
- What is the best auto repair shop in Nantes?, from ChatGPT
- Which auto repair shop in Nantes is honest and fairly priced?, from ChatGPT
Also written AD Garage Expert Nantes, AD Garage Nantes, Garage AD Expert Nantes
Is this your business?
8Point S Nantes8%
95%: 3 to 22%
ChatGPT
0%
Claude
17%
Gemini
8%
Questions
2 of 4
Avg. position
4.3
Named in answers to
- My check engine light is on. Which mechanic in Nantes would you recommend?, from Gemini
- I need new brakes on my car in Nantes. Where should I take it?, from Claude
Is this your business?
9Garage Renault Nantes8%
95%: 3 to 22%
ChatGPT
0%
Claude
25%
Gemini
0%
Questions
2 of 4
Avg. position
4.7
Named in answers to
- What is the best auto repair shop in Nantes?, from Claude
- I need new brakes on my car in Nantes. Where should I take it?, from Claude
Is this your business?
10Garage de l'Erdre6%
95%: 2 to 18%
ChatGPT
0%
Claude
0%
Gemini
17%
Questions
1 of 4
Avg. position
2
Named in answers to
- What is the best auto repair shop in Nantes?, from Gemini
Is this your business?
11Garage du Petit Port6%
95%: 2 to 18%
ChatGPT
0%
Claude
0%
Gemini
17%
Questions
2 of 4
Avg. position
2.5
Named in answers to
- What is the best auto repair shop in Nantes?, from Gemini
- Which auto repair shop in Nantes 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. 6 more names came up in a single answer and are counted above but not listed.

Car repair shops in Nantes: is this your field?

17different names in 36 answers, 6 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 Nantes, ChatGPT, Claude and Gemini named Norauto most often, in 50% of answers (its AI Recommendation Rate), then Garage de la Beaujoire (33%) and Feu Vert (33%). Across 36 answers they named 17 different businesses, 6 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.

50% of answers named Norauto

Answers: 36
Businesses named: 17
Named only once: 6
Named by 2+ assistants: 5 of 11
Named again on a rerun: 69%

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	Norauto100%	Norauto42%	Garage de la Beaujoire100%
2	Feu Vert58%	Feu Vert42%	Auto Primo92%
3	Midas58%	Speedy42%	Speedy33%
4	AD Garage33%	Midas42%	Garage de l'Erdre17%
5	Speedy25%	Garage Renault Nantes25%	Garage du Petit Port17%

Claude named no business in 7 of its 12 answers.

Questions about car repair shops in Nantes

How AI assistants recommend car repair shops

ChatGPT, Claude and Gemini named Norauto most often, in 50% of 36 answers, then Garage de la Beaujoire (33%) and Feu Vert (33%). 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 (100% of its answers), Claude Norauto (42%) and Gemini Garage de la Beaujoire (100%). 5 of the 11 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, 69% 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/nantes"><img src="https://aigrow.gg/badges/index/2026-11/car-repair/nantes.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Nantes, 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 Nantes ?What is the best auto repair shop in Nantes?
2Mon voyant moteur est allumé. Quel mécanicien me conseilles-tu à Nantes ?My check engine light is on. Which mechanic in Nantes would you recommend?
3Quel garage automobile est honnête et propose des tarifs corrects à Nantes ?Which auto repair shop in Nantes is honest and fairly priced?
4J’ai besoin de faire changer les freins de ma voiture à Nantes. Tu me conseilles quel garage ?I need new brakes on my car in Nantes. 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.