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AI Visibility Index · September 2026

Car repair shops in Paris that AI assistants recommend

We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for car repair shops in Paris, three times each, in French, and counted who they named. These are the businesses named in two or more of the 36 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 · Paris
72%of answers named Speedy
Answers
36
Businesses named
20
Named only once
5
Named by 2+ assistants
7 of 15
Named again on a rerun
44%

Edition September 2026. Download the data

Asked for car repair shops in Paris, ChatGPT, Claude and Gemini most often named Speedy (72% of answers), Midas (61%) and Norauto (28%). Across 36 answers they named 20 different businesses, 5 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.

Car repair shops in Paris named by AI assistants, September 2026
#BusinessAI Recommendation RateChatGPTClaudeGeminiQuestionsAvg. position
1SpeedyAlso written Speedy ParisIs this your business?72%95%: 56 to 84%100%17%100%4 of 42
2MidasAlso written Midas ParisIs this your business?61%95%: 45 to 75%100%8%75%4 of 42.5
3NorautoAlso written Norauto ParisIs this your business?28%95%: 16 to 44%42%17%25%3 of 42.4
4Garage du BacIs this your business?17%95%: 8 to 32%0%0%50%3 of 43.5
5Point SAlso written Point S ParisIs this your business?14%95%: 6 to 29%17%8%17%3 of 44
6Feu VertAlso written Feu Vert ParisIs this your business?11%95%: 4 to 25%8%17%8%2 of 42.5
7Garage de la PompeIs this your business?11%95%: 4 to 25%0%0%33%3 of 43
8Garage de la GareIs this your business?11%95%: 4 to 25%0%0%33%3 of 43.5
9EuromasterAlso written Euromaster ParisIs this your business?11%95%: 4 to 25%25%8%0%3 of 43.8
10Garage de la Porte de ChamperretIs this your business?8%95%: 3 to 22%0%0%25%3 of 41
11Bosch Car ServiceAlso written Bosch Car Service - Garage de la République, Garage de la RépubliqueIs this your business?8%95%: 3 to 22%8%0%17%3 of 43
12Garage de la Porte de PantinIs this your business?6%95%: 2 to 18%0%0%17%2 of 41
13Garage Auto 15Also written Garage du 15èmeIs this your business?6%95%: 2 to 18%0%0%17%2 of 42
14Garage du ParcIs this your business?6%95%: 2 to 18%0%0%17%1 of 42.5
15Garage de la MairieIs this your business?6%95%: 2 to 18%0%0%17%1 of 44

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. 5 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.

Check your businessNamed above? Add the badgeWhat the audit does

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
1Speedy100%Speedy17%Speedy100%
2Midas100%Norauto17%Midas75%
3Norauto42%Feu Vert17%Garage du Bac50%
4Euromaster25%Midas8%Garage de la Pompe33%
5Point S17%Point S8%Garage de la Gare33%

Claude named no business in 10 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.

Correct or remove a listing
Named by AI assistants: Car repair shops in Paris, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/paris"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/paris.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Paris, 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.

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

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.

See every site for this category
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

Elsewhere in the Index

Car repair shops elsewhere
BordeauxLilleLyonMarseilleNiceToulouse
Also in Paris
DentistsLawyersAccountantsPlumbersGymsReal estate agencies

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.

Run the free AI scanRead the method

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