Most healthcare AI founders pitch the technology instead of patient outcomes. Colin Lawlor, founder of Sleep.ai with 15 years in sleep science and 250+ clinical studies, explains why sleep data requires specialized infrastructure beyond generic LLMs. He reveals how Sleep.ai's billion-hour proprietary dataset creates defensible moats through wearable normalization models, intervention efficacy mapping across 600+ devices, and closed-loop outcome measurement that health apps can't replicate without years of R&D investment.

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