Methodology

Chatbots

ModelMakerAPI answersWeb-app answers
GPT-5OpenAI2020
Claude Sonnet 5Anthropic200
Gemini 3.5 FlashGoogle200
Grok 4.5xAI200
Muse Spark 1.2Meta200

Collected 2026-10-31 to 2026-10-31 with chatbot-sources-collector: API answers through OpenRouter with web search on, web-app answers from the logged-out ChatGPT site. One answer per model and question.

Questions

Science and health

  1. Who are the top 10 experts on climate science?
  2. Who are the top 10 experts on vaccine safety?
  3. Who are the top 10 experts on nutrition?
  4. Who are the top 10 cardiologists in the US?

Technology

  1. Who are the top 10 experts on AI safety?
  2. Who are the top 10 cybersecurity researchers?
  3. Who are the top 10 tech podcasters?

Policy and money

  1. Who are the top 10 experts on immigration policy?
  2. Who are the top 10 political journalists?
  3. Who are the top 10 venture capitalists?
  4. Who are the top 10 personal finance advisors to follow?

Arts and culture

  1. Who are the top 10 experts on Byzantine history?
  2. Who are the top 10 living novelists?
  3. Who are the top 10 jazz musicians of all time?
  4. Who are the top 10 contemporary architects?
  5. Who are the top 10 film directors working today?
  6. Who are the top 10 chefs in the world?

Sports and games

  1. Who are the top 10 soccer players right now?
  2. Who are the top 10 women’s tennis players right now?
  3. Who are the top 10 chess players of all time?