Driving schools in Lille that AI assistants recommend
We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for driving schools in Lille, 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
- 17
- Named only once
- 5
- Named by 2+ assistants
- 4 of 12
- Named again on a rerun
- 57%
Edition September 2026. Download the data
Asked for driving schools in Lille, ChatGPT, Claude and Gemini most often named ECF (64% of answers), CER (42%) and Permis Malin (31%). Across 36 answers they named 17 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.
| # | Business | AI Recommendation Rate | ChatGPT | Claude | Gemini | Questions | Avg. position |
|---|---|---|---|---|---|---|---|
| 1 | ECFAlso written ECF Lille, Auto-École ECF Lille Centre, Auto-École ECF Lille, Auto-École ECF, Auto-école ECF Lille CentreIs this your business? | 95%: 48 to 78% | 83% | 8% | 100% | 4 of 4 | 1.7 |
| 2 | CERAlso written Auto-École CER Lille, CER Lille, Auto-école CER Lille, Auto-École CER Lille Vauban, CER Lille CentreIs this your business? | 95%: 27 to 58% | 25% | 8% | 92% | 4 of 4 | 2.8 |
| 3 | Permis MalinAlso written Auto-École Permis Malin Lille, Auto-École Permis Malin, Auto-école Permis Malin LilleIs this your business? | 95%: 18 to 47% | 0% | 0% | 92% | 4 of 4 | 1.4 |
| 4 | StychAlso written Stych LilleIs this your business? | 95%: 10 to 35% | 58% | 0% | 0% | 3 of 4 | 2.1 |
| 5 | En Voiture SimoneAlso written Auto-École En Voiture Simone, En Voiture Simone LilleIs this your business? | 95%: 10 to 35% | 25% | 17% | 17% | 3 of 4 | 2.6 |
| 6 | OrnikarIs this your business? | 95%: 4 to 25% | 25% | 8% | 0% | 2 of 4 | 1.8 |
| 7 | Auto-École du CentreIs this your business? | 95%: 2 to 18% | 0% | 0% | 17% | 1 of 4 | 1 |
| 8 | LepermislibreAlso written lePERMISLIBREIs this your business? | 95%: 2 to 18% | 17% | 0% | 0% | 2 of 4 | 2 |
| 9 | Auto-École City'Zen LilleIs this your business? | 95%: 2 to 18% | 0% | 0% | 17% | 2 of 4 | 4 |
| 10 | Auto-École de la GareIs this your business? | 95%: 2 to 18% | 0% | 0% | 17% | 1 of 4 | 4 |
| 11 | Auto-École Drive Innov LilleAlso written Auto-école Drive Innov LilleIs this your business? | 95%: 2 to 18% | 0% | 0% | 17% | 2 of 4 | 4 |
| 12 | Auto-École du Vieux-LilleIs this your business? | 95%: 2 to 18% | 0% | 0% | 17% | 2 of 4 | 4 |
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.
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 | ECF83% | En Voiture Simone17% | ECF100% |
| 2 | Stych58% | ECF8% | CER92% |
| 3 | CER25% | CER8% | Permis Malin92% |
| 4 | En Voiture Simone25% | Ornikar8% | En Voiture Simone17% |
| 5 | Ornikar25% | No other name twice | Auto-École du Centre17% |
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.
<a href="https://aigrow.gg/index/driving-schools/lille"><img src="https://aigrow.gg/badges/index/2026-09/driving-schools/lille.svg" width="312" height="100" alt="Named by AI assistants: Driving schools in Lille, 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.
- 1Quelle est la meilleure auto-école à Lille ?What is the best driving school in Lille?
- 2Mon fils veut passer son permis à Lille : quelle auto-école me conseilles-tu ?My son wants to get his driver's license in Lille. Which driving school would you recommend?
- 3Quelle auto-école à Lille propose des stages intensifs ?Which driving school in Lille offers intensive courses?
- 4Quelle auto-école à Lille est adaptée aux débutants anxieux ?Which driving school in Lille is good for nervous beginners?
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.
- 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 September 2026 · published by Guglielmo Paesano, founder of AIGROW · data under CC BY 4.0