Production-grade architecture diagrams built from real experience inside regulated industries. Each design is a blueprint, not a concept.
Healthcare Claims · Multi-Agent System Design · Published 2026-04
A production-grade comparison of legacy monolithic claims processing (QNXT / Amisys) versus a modern 6-layer agentic AI adjudication system. Built from 20+ years inside payer systems.
Most AI projects look great in demos and fall apart in production. After 20 years across healthcare, finance, and sales — I know exactly where they break and how to prevent it. This architecture is built on those valuable lessons learned. If you're serious about deploying AI that actually works, this conversation is worth 15 minutes of your time.
Financial fraud detection pipeline · RAG compliance agent architecture · Real estate AI system design