Car repair shops in Lyon that AI assistants recommend
We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for car repair shops in Lyon, three times each, in French, and counted who they named. These are the businesses named in two or more of the 36 answers.
Names are printed as the assistants wrote them. We have not checked that any of them is good, open, or real.
- Answers
- 36
- Businesses named
- 14
- Named only once
- 4
- Named by 2+ assistants
- 4 of 10
- Named again on a rerun
- 55%
Edition September 2026. Download the data
Asked for car repair shops in Lyon, ChatGPT, Claude and Gemini most often named Speedy (47% of answers), Midas (39%) and Garage de la Gare (33%). Across 36 answers they named 14 different businesses, 4 of them only once. Each of four buyer questions was asked three times, in French, in September 2026.
The ranking
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.
| # | Business | AI Recommendation Rate | ChatGPT | Claude | Gemini | Questions | Avg. position |
|---|---|---|---|---|---|---|---|
| 1 | SpeedyAlso written Speedy Lyon 7, Speedy Lyon Garibaldi, Speedy Lyon SaxeIs this your business? | 95%: 32 to 63% | 50% | 0% | 92% | 4 of 4 | 2.9 |
| 2 | MidasAlso written Garage Auto Lyon 7, Midas Lyon Part-Dieu, Midas Lyon SaxeIs this your business? | 95%: 25 to 55% | 83% | 0% | 33% | 4 of 4 | 2.1 |
| 3 | Garage de la GareIs this your business? | 95%: 20 to 50% | 0% | 0% | 100% | 4 of 4 | 1 |
| 4 | NorautoAlso written Norauto Lyon ConfluenceIs this your business? | 95%: 16 to 44% | 58% | 0% | 25% | 4 of 4 | 2.4 |
| 5 | Garage du Point du JourAlso written Auto Primo - Garage du Point du JourIs this your business? | 95%: 12 to 38% | 0% | 0% | 67% | 3 of 4 | 2.3 |
| 6 | Feu VertIs this your business? | 95%: 10 to 35% | 50% | 0% | 8% | 3 of 4 | 3 |
| 7 | Garage de la Croix-RousseIs this your business? | 95%: 8 to 32% | 0% | 0% | 50% | 3 of 4 | 3.2 |
| 8 | Garage de l'EuropeIs this your business? | 95%: 4 to 25% | 0% | 0% | 33% | 3 of 4 | 4 |
| 9 | Garage des AlpesIs this your business? | 95%: 4 to 25% | 0% | 0% | 33% | 4 of 4 | 4.8 |
| 10 | Bosch Car ServiceAlso written Bosch Car Service LyonIs this your business? | 95%: 2 to 18% | 17% | 0% | 0% | 2 of 4 | 1 |
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. 4 more names came up in a single answer and are counted above but not listed.
Is this your business?
See what the assistants say about your business today. The free checker asks ChatGPT, Claude, Gemini and Grok two of the Index questions for this category, with the category and the place already filled in, and shows every answer word for word. About 30 seconds, no sign-up.
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 | Midas83% | Named no business | Garage de la Gare100% |
| 2 | Norauto58% | Speedy92% | |
| 3 | Speedy50% | Garage du Point du Jour67% | |
| 4 | Feu Vert50% | Garage de la Croix-Rousse50% | |
| 5 | Bosch Car Service17% | Midas33% |
ChatGPT named no business in 1 of its 12 answers. Claude named no business in any of its 12 answers.
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.
<a href="https://aigrow.gg/index/car-repair/lyon"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/lyon.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Lyon, AIGROW AI Visibility Index, September 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 Lyon ?What is the best auto repair shop in Lyon?
- 2Mon voyant moteur est allumé. Quel mécanicien me conseilles-tu à Lyon ?My check engine light is on. Which mechanic in Lyon would you recommend?
- 3Quel garage automobile est honnête et propose des tarifs corrects à Lyon ?Which auto repair shop in Lyon is honest and fairly priced?
- 4J’ai besoin de faire changer les freins de ma voiture à Lyon. Tu me conseilles quel garage ?I need new brakes on my car in Lyon. Where should I take it?
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 France. From the AI Source Map: 8 answers.
- reddit.com
- Read in 88% of the answers
- vroomly.com
- Read in 88% of the answers
- annuaire-garagiste.fr
- Read in 75% of the answers
Is your business on this list?
The free scan asks the same assistants the questions your customers ask, scores whether they name you, and lists who they name instead.
Edition September 2026 · published by Guglielmo Paesano, founder of AIGROW · data under CC BY 4.0