Driving schools in Marseille that AI assistants recommend
We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for driving schools in Marseille, three times each (Claude once), in French, and counted who they named. These are the businesses named in two or more of the 28 answers.
Names are printed as the assistants wrote them. We have not checked that any of them is good, open, or real.
- Answers
- 28
- Businesses named
- 21
- Named only once
- 9
- Named by 2+ assistants
- 4 of 12
- Named again on a rerun
- 50%
Edition October 2026. Download the data
Asked for driving schools in Marseille, ChatGPT, Claude and Gemini most often named ECF (89% of answers), Permis Malin (39%) and CER (32%). Across 28 answers they named 21 different businesses, 9 of them only once. Each of four buyer questions was asked three times (Claude once), in French, in October 2026.
The ranking
The AI Recommendation Rate is the fraction of the 28 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 | With search |
|---|---|---|---|---|---|---|---|---|
| 1 | ECFAlso written Auto-École ECF Marseille, ECF Marseille, Auto-école ECF MarseilleIs this your business? | 95%: 73 to 96% | 100% | 25% | 100% | 4 of 4 | 2 | 0% |
| 2 | Permis MalinAlso written Auto-École Permis Malin Marseille, Auto-école Permis Malin, Auto-école Permis Malin MarseilleIs this your business? | 95%: 24 to 58% | 0% | 0% | 92% | 4 of 4 | 1.8 | 0% |
| 3 | CERAlso written Auto-École CER Marseille, CER Marseille, Auto-école CER MarseilleIs this your business? | 95%: 18 to 51% | 33% | 25% | 33% | 3 of 4 | 2.7 | 0% |
| 4 | OrnikarIs this your business? | 95%: 13 to 43% | 58% | 0% | 0% | 3 of 4 | 2 | 0% |
| 5 | Auto-École du Vieux-PortAlso written Auto-école du Vieux-PortIs this your business? | 95%: 13 to 43% | 0% | 0% | 58% | 4 of 4 | 2.4 | 0% |
| 6 | Auto-école du PradoAlso written Auto-École du Prado, Auto-école Prado MarseilleIs this your business? | 95%: 8 to 36% | 0% | 25% | 33% | 3 of 4 | 2 | 0% |
| 7 | En Voiture SimoneAlso written En Voiture Simone MarseilleIs this your business? | 95%: 8 to 36% | 33% | 25% | 0% | 3 of 4 | 2.4 | 0% |
| 8 | Auto-École La CanebièreIs this your business? | 95%: 4 to 27% | 0% | 0% | 25% | 2 of 4 | 4.3 | 0% |
| 9 | Auto-École Saint-BarnabéAlso written Auto-école Saint-BarnabéIs this your business? | 95%: 4 to 27% | 0% | 0% | 25% | 2 of 4 | 4.7 | 0% |
| 10 | La NavetteIs this your business? | 95%: 2 to 23% | 17% | 0% | 0% | 2 of 4 | 2 | 0% |
| 11 | Auto-École KennedyAlso written Auto-école KennedyIs this your business? | 95%: 2 to 23% | 0% | 0% | 17% | 2 of 4 | 4 | 0% |
| 12 | Auto-École City'Zen MarseilleIs this your business? | 95%: 2 to 23% | 0% | 0% | 17% | 2 of 4 | 4.5 | 0% |
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. 9 more names came up in a single answer and are counted above but not listed.
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.
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 | ECF100% | ECF25% | ECF100% |
| 2 | Ornikar58% | CER25% | Permis Malin92% |
| 3 | CER33% | Auto-école du Prado25% | Auto-École du Vieux-Port58% |
| 4 | En Voiture Simone33% | En Voiture Simone25% | CER33% |
| 5 | La Navette17% | No other name twice | Auto-école du Prado33% |
Claude named no business in 3 of its 4 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/driving-schools/marseille"><img src="https://aigrow.gg/badges/index/2026-10/driving-schools/marseille.svg" width="312" height="100" alt="Named by AI assistants: Driving schools in Marseille, AIGROW AI Visibility Index, October 2026"></a>The questions
Asked word for word, three times each (Claude once), 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.
- 1Quelle est la meilleure auto-école à Marseille ?What is the best driving school in Marseille?
- 2Mon fils veut passer son permis à Marseille : quelle auto-école me conseilles-tu ?My son wants to get his driver's license in Marseille. Which driving school would you recommend?
- 3Quelle auto-école à Marseille propose des stages intensifs ?Which driving school in Marseille offers intensive courses?
- 4Quelle auto-école à Marseille est adaptée aux débutants anxieux ?Which driving school in Marseille is good for nervous beginners?
On this page the same questions were also asked with web search on, 1 answers. 0% of the businesses named with search were also named without it; the With search column above is each business's share of those answers.
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
- 28 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.
- 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
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 October 2026 · published by Guglielmo Paesano, founder of AIGROW · data under CC BY 4.0