Building 7 Production AI Agents for Healthcare Billing in 4 Months

alex_verem · x · 2026-07-23

Shares engineering insights on building production-grade AI agents for a healthcare billing platform. Under strict HIPAA constraints, the team built 7 production agents in 4 months, replacing manual rule-writing processes with zero PHI (Protected Health Information) exposure.

The author emphasizes that deploying AI in high-stakes production environments isn't about picking models. The real challenge lies in data mapping and structuring: figuring out where the data is, what is missing, and how to structure it so agents can reason correctly. Many teams skip this step and bolt an LLM onto their product, which can lead to severe consequences.

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