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Truth & Transparency

Conflict of Interest Detection: The Feature Big Tech Will Never Build

Every health recommendation has a provenance trail. Some lead back to pharmaceutical campaigns. Our AI follows the money.

Michael Greenhalgh , Founder & CEO, Health.AI
Published Apr 29, 2026 · Updated May 19, 2026
Conflict of Interest Detection: The Feature Big Tech Will Never Build

The Hidden Influence Problem

Pharmaceutical companies spend billions on campaigns that influence guidelines, fund favorable studies, and pay key opinion leaders. No major health AI addresses this — companies with pharma ad revenue have no incentive to build conflict detection.

How Truth Discovery Works

  • Provenance tracking — every assertion traced to its source
  • Funding analysis — identifies financial ties
  • Credibility scoring — multi-API validation
  • Biochemistry grounding — first-principles checks
  • Conflict flagging — surfaces commercial influence
Medical Disclaimer — AI-Generated Content This content was created with the assistance of artificial intelligence and is for informational purposes only. It is not a substitute for professional medical advice, diagnosis, or treatment. Always consult a qualified healthcare provider before making any health decisions. AI-generated content may contain errors or omissions. Read full disclaimer
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Michael Greenhalgh , Founder & CEO, Health.AI

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AI-Powered Health Information · For informational purposes only — not medical advice
Medical Disclaimer: All content on this site is AI-generated and for informational purposes only. It is not medical advice. Always consult a qualified healthcare professional. Full disclaimer