Same Packet, Same Policy: We Asked 8 Frontier Models and Got Both Answers
We gave 8 frontier models a published payer policy and one prior-auth packet, three runs each. The verdicts split 20 to 4, and the agreements were worse.
Writing on provable decisions.
Field notes on provable healthcare decisions: prior auth, policy compilation, audit trails, and what AI should and shouldn't decide.
Where Payer Policy Fits Across the Revenue Cycle
How payer policy checks help each revenue cycle team, from prior auth and documentation to denials and revenue integrity, and a practical way to start.
5 Questions to Ask Before You Trust Software With Your Denials
Evaluating software for prior auth, denials, or appeals? Five questions that separate a good demo from a tool your team can defend, and what good answers sound like.
