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AI Visibility Index · September 2026

Driving schools in Lyon that AI assistants recommend

We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for driving schools 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.

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.

Driving schools · Lyon
69%of answers named ECF
Answers
36
Businesses named
21
Named only once
4
Named by 2+ assistants
4 of 17
Named again on a rerun
57%

Edition September 2026. Download the data

Asked for driving schools in Lyon, ChatGPT, Claude and Gemini most often named ECF (69% of answers), CER (42%) and Ornikar (31%). Across 36 answers they named 21 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.

Driving schools in Lyon named by AI assistants, September 2026
#BusinessAI Recommendation RateChatGPTClaudeGeminiQuestionsAvg. position
1ECFAlso written ECF Lyon, Auto-École ECF Lyon, Auto-école ECF Lyon, ECF RhôneIs this your business?69%95%: 53 to 82%100%8%100%4 of 41.8
2CERAlso written CER Lyon, Auto-École CER Lyon, Auto-école CER Lyon, Auto-École Lyon 7Is this your business?42%95%: 27 to 58%42%0%83%4 of 42.9
3OrnikarAlso written Auto-école Ornikar, Auto-École OrnikarIs this your business?31%95%: 18 to 47%50%17%25%4 of 43
4Permis MalinAlso written Auto-École Permis Malin Lyon, Auto-école Permis Malin Lyon, Permis Malin LyonIs this your business?25%95%: 14 to 41%0%0%75%3 of 41.1
5Auto-École Lyon ConduiteAlso written Auto-école Lyon ConduiteIs this your business?17%95%: 8 to 32%0%0%50%4 of 43.7
6MariettonAlso written Auto-école MariettonIs this your business?14%95%: 6 to 29%42%0%0%4 of 41
7En Voiture SimoneAlso written En Voiture Simone Lyon, Auto-école En Voiture SimoneIs this your business?14%95%: 6 to 29%8%25%8%2 of 42.6
8Auto-École ConfluenceAlso written Auto-École Confluence PermisIs this your business?11%95%: 4 to 25%0%0%33%3 of 43.8
9Permis ZenAlso written Auto-École Permis Zen, Auto-École Permis Zen LyonIs this your business?8%95%: 3 to 22%0%0%25%1 of 41
10lePERMISLIBREAlso written LePERMISLIBREIs this your business?6%95%: 2 to 18%17%0%0%2 of 42
11Stych LyonIs this your business?6%95%: 2 to 18%17%0%0%1 of 42
12Auto-École Lafayette LyonIs this your business?6%95%: 2 to 18%0%17%0%1 of 43
13Auto-École des BrotteauxIs this your business?6%95%: 2 to 18%0%0%17%2 of 43.5
14Permis ExpressAlso written Auto-École Lyon Permis Express, Stage Permis Express LyonIs this your business?6%95%: 2 to 18%0%17%0%1 of 43.5
15Auto-École Centrale LyonIs this your business?6%95%: 2 to 18%0%17%0%1 of 44
16Auto-École City'Zen LyonIs this your business?6%95%: 2 to 18%0%0%17%2 of 44.5
17Objectif Permis LyonIs this your business?6%95%: 2 to 18%0%17%0%1 of 45

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.

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
1ECF100%En Voiture Simone25%ECF100%
2Ornikar50%Ornikar17%CER83%
3CER42%Auto-École Lafayette Lyon17%Permis Malin75%
4Marietton42%Permis Express17%Auto-École Lyon Conduite50%
5lePERMISLIBRE17%Auto-École Centrale Lyon17%Auto-École Confluence33%

Claude named no business in 9 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: Driving schools in Lyon, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/driving-schools/lyon"><img src="https://aigrow.gg/badges/index/2026-09/driving-schools/lyon.svg" width="312" height="100" alt="Named by AI assistants: Driving schools 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.

  1. 1Quelle est la meilleure auto-école à Lyon ?What is the best driving school in Lyon?
  2. 2Mon fils veut passer son permis à Lyon : quelle auto-école me conseilles-tu ?My son wants to get his driver's license in Lyon. Which driving school would you recommend?
  3. 3Quelle auto-école à Lyon propose des stages intensifs ?Which driving school in Lyon offers intensive courses?
  4. 4Quelle auto-école à Lyon est adaptée aux débutants anxieux ?Which driving school in Lyon is good for nervous beginners?

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
guide-autoecoles.fr
Read in 88% of the answers
reddit.com
Read in 88% of the answers
placedupermis.fr
Read in 75% of the answers

Elsewhere in the Index

Driving schools elsewhere
BordeauxLilleMarseilleNiceParisToulouse
Also in Lyon
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