Self-hosted enterprise AI agent aces 59/60 test questions, saves analysts 15 hours a week
alex_verem · x · 2026-09-17
A PE-backed healthcare RCM company had senior billing analysts manually answering the same denial questions weekly from ERP spreadsheets. Six weeks later, a securely self-hosted AI agent answered 59 of 60 real test questions perfectly, matched a key financial calculation to the penny, and returned 15 hours a week to analysts — with no patient data leaving their system.
The author stresses defining correctness before instructing the AI: collect 60 real analyst questions as a benchmark, then build. The full post walks through a seven-step deployment order — a practical playbook for small-team enterprise agent builds.
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