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AI Visibility Index · September 2026

Dermatologists in Toulouse that AI assistants recommend

We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for dermatologists in Toulouse, 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.

Dermatologists · Toulouse
17%of answers named CHU de Toulouse
Answers
36
Businesses named
40
Named only once
28
Named by 2+ assistants
1 of 12
Named again on a rerun
42%

Edition September 2026. Download the data

Asked for dermatologists in Toulouse, ChatGPT, Claude and Gemini most often named CHU de Toulouse (17% of answers), Dr. Jean-Michel Amici (11%) and Centre Dermatologique de la Côte Pavée (8%). Across 36 answers they named 40 different businesses, 28 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.

Dermatologists in Toulouse named by AI assistants, September 2026
#BusinessAI Recommendation RateChatGPTClaudeGeminiQuestionsAvg. position
1CHU de ToulouseAlso written CHU de Toulouse, service de dermatologie, CHU de Toulouse - Service de dermatologie, CHU de Toulouse, service de dermatologie de l’Hôpital Larrey, Hôpital Larrey, CHU de ToulouseIs this your business?17%95%: 8 to 32%50%0%0%2 of 41
2Dr. Jean-Michel AmiciAlso written Cabinet du Dr. Jean-Michel Amici, Centre de Dermatologie et Laser - Docteur Jean-Michel Amici, Centre Dermatologique de Toulouse - Dr. Jean-Michel AmiciIs this your business?11%95%: 4 to 25%0%0%33%3 of 42.5
3Centre Dermatologique de la Côte PavéeAlso written Centre Dermatologique et Laser de la Côte PavéeIs this your business?8%95%: 3 to 22%8%0%17%1 of 41
4Centre de Dermatologie et Laser de Toulouse (CDLT)Also written Centre Dermatologique Laser Toulouse, Centre de Dermatologie et Laser de ToulouseIs this your business?8%95%: 3 to 22%0%0%25%2 of 41.7
5Centre Laser Dermatologique de Toulouse (CLDT)Also written Centre Laser Dermatologique de Toulouse, Centre Laser et Dermatologie ToulouseIs this your business?8%95%: 3 to 22%0%0%25%2 of 41.7
6Dr. Anne-Laure MiquelAlso written Cabinet de Dermatologie - Docteur Anne-Laure Miquel, Cabinet Médical de Dermatologie - Dr. Anne-Laure MiquelIs this your business?8%95%: 3 to 22%0%0%25%2 of 41.7
7Dr. Anne-Sophie GauthierAlso written Cabinet de Dermatologie - Docteur Anne-Sophie Gauthier, Cabinet du Dr. Anne-Sophie GauthierIs this your business?8%95%: 3 to 22%0%0%25%2 of 42
8Clinique des CèdresIs this your business?6%95%: 2 to 18%17%0%0%1 of 41
9Centre Dermatologique de la Clinique Saint-ExupéryAlso written Centre Dermatologique de ToulouseIs this your business?6%95%: 2 to 18%0%0%17%2 of 42.5
10Centre Laser et Esthétique du CapitoleIs this your business?6%95%: 2 to 18%0%0%17%1 of 43.5
11Dr. Marie-Laure NogueraAlso written Cabinet de Dermatologie - Docteur Marie-Laure NogueraIs this your business?6%95%: 2 to 18%0%0%17%2 of 43.5
12Dr. Sophie GoudetAlso written Cabinet du Dr. Sophie GoudetIs this your business?6%95%: 2 to 18%0%0%17%2 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. 28 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
1CHU de Toulouse50%Named no businessDr. Jean-Michel Amici33%
2Clinique des Cèdres17%Centre de Dermatologie et Laser de Toulouse (CDLT)25%
3Centre Dermatologique de la Côte Pavée8%Centre Laser Dermatologique de Toulouse (CLDT)25%
4No other name twiceDr. Anne-Laure Miquel25%
5Dr. Anne-Sophie Gauthier25%

ChatGPT named no business in 3 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.

Correct or remove a listing
Named by AI assistants: Dermatologists in Toulouse, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/dermatologists/toulouse"><img src="https://aigrow.gg/badges/index/2026-09/dermatologists/toulouse.svg" width="312" height="100" alt="Named by AI assistants: Dermatologists in Toulouse, 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. 1Qui est le meilleur dermatologue à Toulouse ?Who is the best dermatologist in Toulouse?
  2. 2J’ai de l’acné et je voudrais consulter un dermatologue à Toulouse. Tu me recommandes qui ?I have acne and want to see a dermatologist in Toulouse. Who would you recommend?
  3. 3Quelle clinique dermatologique à Toulouse propose des contrôles des grains de beauté ?Which dermatology clinic in Toulouse does mole checks?
  4. 4Quel dermatologue à Toulouse me recommandes-tu pour des traitements au laser ?Which dermatologist in Toulouse would you recommend for laser treatments?

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
wikipedia.org
Read in 88% of the answers
pagesjaunes.fr
Read in 75% of the answers

Elsewhere in the Index

Dermatologists elsewhere
BordeauxLilleLyonMarseilleNiceParis
Also in Toulouse
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