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AI Visibility Index · September 2026

Dermatologists in Bordeaux that AI assistants recommend

We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for dermatologists in Bordeaux, 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 · Bordeaux
19%of answers named CHU de Bordeaux
Answers
36
Businesses named
35
Named only once
25
Named by 2+ assistants
0 of 10
Named again on a rerun
32%

Edition September 2026. Download the data

Asked for dermatologists in Bordeaux, ChatGPT, Claude and Gemini most often named CHU de Bordeaux (19% of answers), Cabinet de Dermatologie - Dr. Anne-Laure Machet (11%) and Centre Dermatologique Bordeaux Quinconces (11%). Across 36 answers they named 35 different businesses, 25 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 Bordeaux named by AI assistants, September 2026
#BusinessAI Recommendation RateChatGPTClaudeGeminiQuestionsAvg. position
1CHU de BordeauxAlso written CHU de Bordeaux, service de dermatologie de l’hôpital Saint-André, CHU de Bordeaux, service de dermatologie, Service de dermatologie du CHU de BordeauxIs this your business?19%95%: 10 to 35%58%0%0%3 of 41
2Cabinet de Dermatologie - Dr. Anne-Laure MachetIs this your business?11%95%: 4 to 25%0%0%33%2 of 41.5
3Centre Dermatologique Bordeaux QuinconcesIs this your business?11%95%: 4 to 25%0%0%33%3 of 41.8
4Dr Anne-Sophie L'HéritierAlso written Dr. Anne-Sophie L'Héritier, Cabinet de Dermatologie et Laser, Cabinet du Dr. Anne-Sophie L'HéritierIs this your business?11%95%: 4 to 25%0%0%33%2 of 43
5Centre Laser Dermatologique BordeauxIs this your business?8%95%: 3 to 22%0%0%25%1 of 41
6Dr. Jean-Luc SchmutzIs this your business?8%95%: 3 to 22%0%0%25%2 of 41
7Dr Marie-Hélène LasserreAlso written Dr. Marie-Hélène Lasserre, Cabinet de Dermatologie - Dr. Marie-Hélène LasserreIs this your business?8%95%: 3 to 22%0%0%25%3 of 43.3
8Dr Sophie BalguerieAlso written Cabinet de Dermatologie - Dr. Sophie Balguerie, Dr. Sophie BalguerieIs this your business?8%95%: 3 to 22%0%0%25%2 of 43.7
9Centre Dermatologique de BordeauxIs this your business?6%95%: 2 to 18%0%0%17%2 of 41.5
10Centre de Dermatologie et Laser de BordeauxIs 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. 25 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 Bordeaux58%Named no businessCabinet de Dermatologie - Dr. Anne-Laure Machet33%
2No other name twiceCentre Dermatologique Bordeaux Quinconces33%
3Dr Anne-Sophie L'Héritier33%
4Centre Laser Dermatologique Bordeaux25%
5Dr. Jean-Luc Schmutz25%

ChatGPT named no business in 2 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 Bordeaux, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/dermatologists/bordeaux"><img src="https://aigrow.gg/badges/index/2026-09/dermatologists/bordeaux.svg" width="312" height="100" alt="Named by AI assistants: Dermatologists in Bordeaux, 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 Bordeaux ?Who is the best dermatologist in Bordeaux?
  2. 2J’ai de l’acné et je voudrais consulter un dermatologue à Bordeaux. Tu me recommandes qui ?I have acne and want to see a dermatologist in Bordeaux. Who would you recommend?
  3. 3Quelle clinique dermatologique à Bordeaux propose des contrôles des grains de beauté ?Which dermatology clinic in Bordeaux does mole checks?
  4. 4Quel dermatologue à Bordeaux me recommandes-tu pour des traitements au laser ?Which dermatologist in Bordeaux 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
LilleLyonMarseilleNiceParisToulouse
Also in Bordeaux
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