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Network Effects in Health AI: How Every User Makes the Platform Smarter

Most health apps are linear — each user consumes value. Health.AI is exponential — each user multiplies value for everyone else.

Michael Greenhalgh , Founder & CEO, Health.AI
Published Apr 30, 2026 · Updated May 3, 2026
Network Effects in Health AI: How Every User Makes the Platform Smarter

The Truth Swarm

When users consent to contribute de-identified query patterns, these feed a federated learning network that makes the AI sharper for everyone. A Conflict Resolution Oracle dynamically weights truth scores from real-world swarm signals when expert disagreements arise.

The Flywheel

More users → richer federated data → stronger Truth Discovery → better outcomes → higher retention → more referrals → more clinics → even more data → LOOP.

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Michael Greenhalgh , Founder & CEO, Health.AI

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