Building an AI Lab Portal — The Full Stack Breakdown

Express + Postgres + Claude API. Real architecture decisions, the database schema for lab results, prompt design that keeps medical AI safe, and the cost model that makes it work at $0.02/query.

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How We Built an AI Patient Portal for Hormone Clinics in 30 Days

We started working with TRT clinics and noticed a pattern: 50 calls a day about lab results. Front desk drowning. Patients frustrated. We built an AI portal that answers those questions 24/7 — and cut call volume by 60%.

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