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AI Source Map · October 2026

France: the sites AI assistants read before they recommend a business

228 answers from ChatGPT and Claude about businesses, software and brands, asked with web search on in the language of the country. For each site, the share of answers that read it and the share that cited it as the source of a recommendation.

France
74%of answers read reddit.com
Answers
228
ChatGPT: searches per answer
3.5
Claude: searches per answer
1.6
Answers that read wikipedia.org
68%
Answers that read pagesjaunes.fr
54%

Download the data as JSON

The sites read most in France

Every kind of business together. Under each assistant, the share of its own answers.

Compare assistant statistics
The sites read most in France
SiteReadCitedChatGPTClaude
reddit.comChatGPT 87% · Claude 0%74%3.5%87%0%
wikipedia.orgChatGPT 80% · Claude 0%68%0%80%0%
pagesjaunes.frChatGPT 58% · Claude 32%54%13%58%32%
autour-de-moi.comChatGPT 24% · Claude 0%20%1.3%24%0%
lemonde.frChatGPT 20% · Claude 0%17%0.4%20%0%
threebestrated.frChatGPT 14% · Claude 0%12%3.1%14%0%
pappers.frChatGPT 11% · Claude 0%9.2%0.4%11%0%
travaux.comChatGPT 8.8% · Claude 5.9%8.3%0.4%8.8%5.9%
boamp.frChatGPT 9.3% · Claude 0%7.9%0%9.3%0%
trustpilot.comChatGPT 7.2% · Claude 8.8%7.5%2.6%7.2%8.8%
insee.frChatGPT 8.8% · Claude 0%7.5%0%8.8%0%
doctolib.comChatGPT 8.2% · Claude 0%7.0%0%8.2%0%
letopdetoulouse.frChatGPT 7.2% · Claude 0%6.1%1.3%7.2%0%
michelin.comChatGPT 6.7% · Claude 0%5.7%4.8%6.7%0%
lafabriquedunet.frChatGPT 5.7% · Claude 5.9%5.7%2.6%5.7%5.9%

Use this chart

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The five sites ChatGPT and Claude read most in France, October 2026
<a href="https://aigrow.gg/ai-sources/france"><img src="https://aigrow.gg/og/ai-sources-france.jpg" width="1200" height="630" alt="The five sites ChatGPT and Claude read most in France, October 2026" style="max-width:100%;height:auto"></a>
<p><a href="https://aigrow.gg/ai-sources/france">Source: AIGROW AI Source Map, October 2026</a></p>

By kind of business

The five sites read most for each kind of business with at least 5 answers here. 19 with fewer are in the data file only.

Accountants · 8 answers

Accountants
SiteReadCitedChatGPTClaude
pagesjaunes.frChatGPT 100% · Claude 100%100%25%100%100%
ilicompta.frChatGPT 100% · Claude 0%88%0%100%0%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
mon.expertChatGPT 71% · Claude 0%63%38%71%0%

Architects · 8 answers

Architects
SiteReadCitedChatGPTClaude
architectes-pour-tous.frChatGPT 100% · Claude 0%88%50%100%0%
wikipedia.orgChatGPT 86% · Claude 0%75%0%86%0%
houzz.frChatGPT 71% · Claude 0%63%13%71%0%
architectes.orgChatGPT 57% · Claude 0%50%0%57%0%
lemonde.frChatGPT 57% · Claude 0%50%0%57%0%

Car repair shops · 8 answers

Car repair shops
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%88%25%100%0%
vroomly.comChatGPT 100% · Claude 0%88%25%100%0%
annuaire-garagiste.frChatGPT 86% · Claude 0%75%50%86%0%
pagesjaunes.frChatGPT 86% · Claude 0%75%25%86%0%
idgarages.comChatGPT 71% · Claude 100%75%13%71%100%

Cleaning services · 8 answers

Cleaning services
SiteReadCitedChatGPTClaude
pagesjaunes.frChatGPT 100% · Claude 100%100%38%100%100%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
threebestrated.frChatGPT 86% · Claude 0%75%13%86%0%
insee.frChatGPT 86% · Claude 0%75%0%86%0%
wikipedia.orgChatGPT 86% · Claude 0%75%0%86%0%

Dentists · 8 answers

Dentists
SiteReadCitedChatGPTClaude
dentistepro.frChatGPT 100% · Claude 0%88%38%100%0%
reddit.comChatGPT 100% · Claude 0%88%13%100%0%
doctolib.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 86% · Claude 0%75%0%86%0%
pagesjaunes.frChatGPT 71% · Claude 0%63%0%71%0%

Dermatologists · 8 answers

Dermatologists
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%88%13%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
pagesjaunes.frChatGPT 71% · Claude 100%75%25%71%100%
sfdermato.orgChatGPT 86% · Claude 0%75%0%86%0%
autour-de-moi.comChatGPT 71% · Claude 0%63%13%71%0%

Digital marketing agencies · 8 answers

Digital marketing agencies
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
lafabriquedunet.frChatGPT 71% · Claude 100%75%25%71%100%
wikipedia.orgChatGPT 86% · Claude 0%75%0%86%0%
agence-geo.euChatGPT 71% · Claude 0%63%0%71%0%
impli.frChatGPT 43% · Claude 100%50%13%43%100%

Driving schools · 8 answers

Driving schools
SiteReadCitedChatGPTClaude
guide-autoecoles.frChatGPT 100% · Claude 0%88%0%100%0%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
placedupermis.frChatGPT 86% · Claude 0%75%75%86%0%
vroomvroom.frChatGPT 71% · Claude 100%75%13%71%100%
pagesjaunes.frChatGPT 71% · Claude 0%63%13%71%0%

Electricians · 8 answers

Electricians
SiteReadCitedChatGPTClaude
pagesjaunes.frChatGPT 100% · Claude 0%88%50%100%0%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
travaux.comChatGPT 86% · Claude 100%88%0%86%100%
wikipedia.orgChatGPT 86% · Claude 0%75%0%86%0%
qualifelec.frChatGPT 71% · Claude 0%63%13%71%0%

Financial advisors · 8 answers

Financial advisors
SiteReadCitedChatGPTClaude
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
reddit.comChatGPT 86% · Claude 0%75%0%86%0%
centrepatrimoine.frChatGPT 71% · Claude 0%63%13%71%0%
pagesjaunes.frChatGPT 43% · Claude 0%38%13%43%0%
pappers.frChatGPT 14% · Claude 0%13%13%14%0%

Gyms · 8 answers

Gyms
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
mybestcoaching.frChatGPT 71% · Claude 0%63%0%71%0%
basic-fit.comChatGPT 43% · Claude 0%38%25%43%0%
fitnesspark.frChatGPT 43% · Claude 0%38%25%43%0%
keepcool.frChatGPT 43% · Claude 0%38%25%43%0%

Hair salons · 8 answers

Hair salons
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
planity.comChatGPT 71% · Claude 100%75%50%71%100%
coiffeur.contactChatGPT 57% · Claude 0%50%13%57%0%
meilleur-coiffeur.frChatGPT 57% · Claude 0%50%0%57%0%
planity.liveChatGPT 43% · Claude 0%38%25%43%0%

Hotels · 8 answers

Hotels
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
michelin.comChatGPT 86% · Claude 0%75%63%86%0%
myconciergehotel.comChatGPT 57% · Claude 0%50%13%57%0%
tripadvisor.frChatGPT 43% · Claude 0%38%13%43%0%

Insurance brokers · 8 answers

Insurance brokers
SiteReadCitedChatGPTClaude
pagesjaunes.frChatGPT 100% · Claude 0%88%38%100%0%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
autour-de-moi.comChatGPT 86% · Claude 0%75%13%86%0%
legalnest.frChatGPT 43% · Claude 100%50%13%43%100%

Interior designers · 8 answers

Interior designers
SiteReadCitedChatGPTClaude
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
houzz.frChatGPT 86% · Claude 0%75%63%86%0%
architectes-pour-tous.frChatGPT 86% · Claude 0%75%0%86%0%
pagesjaunes.frChatGPT 43% · Claude 100%50%0%43%100%
reddit.comChatGPT 57% · Claude 0%50%0%57%0%

Lawyers · 8 answers

Lawyers
SiteReadCitedChatGPTClaude
lemonde.frChatGPT 71% · Claude 0%63%0%71%0%
reddit.comChatGPT 71% · Claude 0%63%0%71%0%
wikipedia.orgChatGPT 71% · Claude 0%63%0%71%0%
avocat.frChatGPT 57% · Claude 0%50%13%57%0%
vigo-avocats.comChatGPT 43% · Claude 100%50%0%43%100%

Moving companies · 8 answers

Moving companies
SiteReadCitedChatGPTClaude
pagesjaunes.frChatGPT 86% · Claude 100%88%13%86%100%
reddit.comChatGPT 100% · Claude 0%88%13%100%0%
moverz.frChatGPT 86% · Claude 0%75%13%86%0%
wikipedia.orgChatGPT 86% · Claude 0%75%0%86%0%
nextories.comChatGPT 71% · Claude 0%63%0%71%0%

Physiotherapists · 8 answers

Physiotherapists
SiteReadCitedChatGPTClaude
pagesjaunes.frChatGPT 86% · Claude 100%88%25%86%100%
reddit.comChatGPT 100% · Claude 0%88%25%100%0%
doctolib.comChatGPT 86% · Claude 0%75%0%86%0%
wikipedia.orgChatGPT 86% · Claude 0%75%0%86%0%
kinesitherapeute.telChatGPT 71% · Claude 0%63%13%71%0%

Plumbers · 8 answers

Plumbers
SiteReadCitedChatGPTClaude
pagesjaunes.frChatGPT 100% · Claude 100%100%63%100%100%
reddit.comChatGPT 100% · Claude 0%88%13%100%0%
batup-place.comChatGPT 71% · Claude 0%63%0%71%0%
travaux.comChatGPT 57% · Claude 0%50%13%57%0%
autour-de-moi.comChatGPT 57% · Claude 0%50%0%57%0%

Real estate agencies · 8 answers

Real estate agencies
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
meilleursagents.comChatGPT 86% · Claude 0%75%25%86%0%
pagesjaunes.frChatGPT 71% · Claude 100%75%0%71%100%
galivel.comChatGPT 71% · Claude 0%63%0%71%0%

Restaurants · 8 answers

Restaurants
SiteReadCitedChatGPTClaude
michelin.comChatGPT 100% · Claude 0%88%75%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
lesmeilleursrestaurants.frChatGPT 71% · Claude 0%63%0%71%0%
reddit.comChatGPT 71% · Claude 0%63%0%71%0%
gaultmillau.comChatGPT 57% · Claude 0%50%13%57%0%

Roofers · 8 answers

Roofers
SiteReadCitedChatGPTClaude
pagesjaunes.frChatGPT 100% · Claude 100%100%38%100%100%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
couvreur-ici.frChatGPT 86% · Claude 0%75%25%86%0%
qualibat.comChatGPT 86% · Claude 0%75%13%86%0%
autour-de-moi.comChatGPT 86% · Claude 0%75%0%86%0%

Veterinarians · 8 answers

Veterinarians
SiteReadCitedChatGPTClaude
pagesjaunes.frChatGPT 100% · Claude 100%100%0%100%100%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
veterinaires.orgChatGPT 86% · Claude 0%75%0%86%0%
vetoproche.frChatGPT 71% · Claude 0%63%38%71%0%

Web design agencies · 8 answers

Web design agencies
SiteReadCitedChatGPTClaude
lafabriquedunet.frChatGPT 86% · Claude 100%88%50%86%100%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
pagesjaunes.frChatGPT 57% · Claude 0%50%13%57%0%
agences-web-france.comChatGPT 43% · Claude 0%38%13%43%0%

Wedding photographers · 8 answers

Wedding photographers
SiteReadCitedChatGPTClaude
mariages.netChatGPT 100% · Claude 100%100%88%100%100%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
photographes.ioChatGPT 71% · Claude 0%63%0%71%0%
preparation-de-mariage.frChatGPT 71% · Claude 0%63%0%71%0%

Who the assistants recommend

The AI Visibility Index counts the businesses, software and brands the assistants name, place by place. Its pages for France:

BordeauxFranceLilleLyonMarseilleNiceParisToulouse

How this was measured

The Index method
The question
Each assistant was asked the questions a buyer asks, with web search on: about a local trade in a city, or about software or a consumer brand in a country. Every page its searches returned and every page it gave as a source was kept.
Counting
A site counts once per answer, however many of its pages the answer read. Read is the share of answers that read at least one page of the site; cited is the share that gave one of its pages as the source of a recommendation.
Sources
A site counts as a source only when it appears on 3 or more pages of the Index. Below that it is almost always a business’s own website or a one-off article.
Edition
October 2026. 228 answers: ChatGPT 194, Claude 34.
Coverage
Not every assistant has answered on every page yet this month, so read each assistant’s shares next to its own number of answers.

Citing this data

AIGROW, AI Source Map, France, October 2026, aigrow.gg/ai-sources/france. The figures and the data are published under CC BY 4.0: reuse them with a link to this page.

Download the data as JSON

Check your business on the sites the assistants read

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The free scan asks ChatGPT, Claude, Gemini and Grok the questions your customers ask and shows who they name. Check whether your business is on the sites they read before they answer.

Run the free AI scanBack to the AI Source Map

Edition October 2026 · data under CC BY 4.0