Quick answers

AIGrow provides AI visibility monitoring, a business assistant, blog publishing and scoped automation services. Start with the free scan to inspect the output before paying.

Run the free scan

The scan is free and monitoring plans start at $29 a month. The operations audit is $290, the visibility audit is $490, and custom builds receive a written price before work starts.

See the plans

Run the free scan. It reads your site, asks several AI assistants what your customers ask, and points you at one thing. No signup required, and it will tell you if you do not need us.

Start now

Yes. Use the contact form for product, billing, support or project questions. Describe the goal and the system involved so the first reply can be specific.

Contact AIGrow
AI Source Map · October 2026

Dermatologists: the sites AI assistants read before they name one

108 answers from ChatGPT and Claude about dermatologists in 20 countries, asked with web search on. For each site, the share of answers that read it and the share that cited it as the source of a business.

Dermatologists
76%of answers read reddit.com
Answers
108
ChatGPT: searches per answer
3.4
Claude: searches per answer
2.0
Answers that read wikipedia.org
65%
Answers that read whatclinic.com
9.3%

Download the data as JSON

The sites read most for dermatologists

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

Compare assistant statistics
Dermatologists
SiteReadCitedChatGPTClaude
reddit.comChatGPT 93% · Claude 0%76%0.9%93%0%
wikipedia.orgChatGPT 80% · Claude 0%65%0%80%0%
whatclinic.comChatGPT 5.7% · Claude 25%9.3%1.9%5.7%25%
doctify.comChatGPT 5.7% · Claude 15%7.4%2.8%5.7%15%
miodottore.itChatGPT 6.8% · Claude 5.0%6.5%0.9%6.8%5.0%
sfdermato.orgChatGPT 6.8% · Claude 5.0%6.5%0%6.8%5.0%
jameda.deChatGPT 6.8% · Claude 0%5.6%1.9%6.8%0%
pagesjaunes.frChatGPT 5.7% · Claude 5.0%5.6%1.9%5.7%5.0%
trustpilot.comChatGPT 3.4% · Claude 15%5.6%1.9%3.4%15%
bookimed.comChatGPT 0% · Claude 30%5.6%0%0%30%
doctoralia.com.brChatGPT 3.4% · Claude 10%4.6%2.8%3.4%10%
quironsalud.comChatGPT 5.7% · Claude 0%4.6%1.9%5.7%0%
autour-de-moi.comChatGPT 5.7% · Claude 0%4.6%0.9%5.7%0%
realself.comChatGPT 4.5% · Claude 5.0%4.6%0.9%4.5%5.0%
reviewhero.ioChatGPT 3.4% · Claude 10%4.6%0.9%3.4%10%

Use this chart

Anyone may publish this chart, with the credit line that links to this page.

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

By country

The five sites read most in each country with at least 5 answers. 9 with fewer are in the data file only.

Australia · 5 answers

Australia
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%80%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%80%0%100%0%
dermcoll.edu.auChatGPT 75% · Claude 0%60%0%75%0%
doctify.comChatGPT 25% · Claude 100%40%20%25%100%
realself.comChatGPT 25% · Claude 100%40%20%25%100%

Belgium · 5 answers

Belgium
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%80%0%100%0%
wikipedia.orgChatGPT 75% · Claude 0%60%0%75%0%
uzgent.beChatGPT 50% · Claude 0%40%20%50%0%
nvdv.nlChatGPT 50% · Claude 0%40%0%50%0%
uclouvain.beChatGPT 25% · Claude 100%40%0%25%100%

Canada · 5 answers

Canada
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%80%0%100%0%
whatclinic.comChatGPT 50% · Claude 100%60%20%50%100%
canadiandermatologytoday.comChatGPT 75% · Claude 0%60%0%75%0%
realself.comChatGPT 50% · Claude 0%40%0%50%0%
provenexpert.comChatGPT 0% · Claude 100%20%20%0%100%

France · 8 answers

France
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%

Germany · 8 answers

Germany
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
jameda.deChatGPT 86% · Claude 0%75%25%86%0%
reviewhero.ioChatGPT 43% · Claude 100%50%13%43%100%
werkenntdenbesten.deChatGPT 43% · Claude 100%50%13%43%100%

Italy · 8 answers

Italy
SiteReadCitedChatGPTClaude
miodottore.itChatGPT 86% · Claude 100%88%13%86%100%
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 100% · Claude 0%88%0%100%0%
santagostino.itChatGPT 29% · Claude 0%25%13%29%0%
topdoctors.itChatGPT 14% · Claude 100%25%13%14%100%

Netherlands · 5 answers

Netherlands
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%80%0%100%0%
zorgkaartnederland.nlChatGPT 50% · Claude 100%60%40%50%100%
mauritskliniek.nlChatGPT 75% · Claude 0%60%20%75%0%
polikliniekdeblaak.nlChatGPT 50% · Claude 0%40%0%50%0%
wikipedia.orgChatGPT 50% · Claude 0%40%0%50%0%

Spain · 6 answers

Spain
SiteReadCitedChatGPTClaude
quironsalud.comChatGPT 100% · Claude 0%83%33%100%0%
wikipedia.orgChatGPT 100% · Claude 0%83%0%100%0%
elpais.comChatGPT 80% · Claude 0%67%17%80%0%
cadenaser.comChatGPT 80% · Claude 0%67%0%80%0%
doctoralia.esChatGPT 80% · Claude 0%67%0%80%0%

Switzerland · 7 answers

Switzerland
SiteReadCitedChatGPTClaude
wikipedia.orgChatGPT 100% · Claude 0%86%0%100%0%
comparis.chChatGPT 67% · Claude 100%71%0%67%100%
local.chChatGPT 83% · Claude 0%71%0%83%0%
onedoc.chChatGPT 50% · Claude 100%57%14%50%100%
localsearch.chChatGPT 67% · Claude 0%57%0%67%0%

United Kingdom · 8 answers

United Kingdom
SiteReadCitedChatGPTClaude
reddit.comChatGPT 100% · Claude 0%88%0%100%0%
wikipedia.orgChatGPT 86% · Claude 0%75%0%86%0%
privatehealth.co.ukChatGPT 57% · Claude 0%50%0%57%0%
iwantgreatcare.orgChatGPT 43% · Claude 0%38%38%43%0%
spirehealthcare.comChatGPT 43% · Claude 0%38%38%43%0%

United States · 11 answers

United States
SiteReadCitedChatGPTClaude
wikipedia.orgChatGPT 90% · Claude 0%82%0%90%0%
reddit.comChatGPT 80% · Claude 0%73%0%80%0%
dermatologyandlasergroup.comChatGPT 20% · Claude 100%27%9.1%20%100%
usdermatologypartners.comChatGPT 30% · Claude 0%27%9.1%30%0%
healthgrades.comChatGPT 20% · Claude 0%18%0%20%0%

Who the assistants recommend

The AI Visibility Index counts the businesses the assistants name, for each place.

See the rankings for dermatologists

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. 108 answers: ChatGPT 88, Claude 20.
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, Dermatologists, October 2026, aigrow.gg/ai-sources/for/dermatologists. 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

Is your business on the sites the assistants read?

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