Healthcare team shipped 7 production agents in 4 months without exposing PHI
alex_verem · x · 2026-07-24
A healthcare billing team says it shipped 7 production agents in 4 months to handle live claims under HIPAA constraints, with zero patient data exposed to any model.
- The system routes requests across two model providers; swapping one provider for another does not change the output.
- The team spent more time on enrichment pipelines and eval harnesses than on model integration.
- The post argues that real production AI work is mostly about data shaping, reliability, and measurement—not just picking a model.
Related event: Medical Billing Team Ships 7 Production AI Agents(2 posts)→
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