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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 3, 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
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Michael Greenhalgh , Founder & CEO, Health.AI

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