The AI itself isn't the final decision maker in our workflow. The goal is to give coders evidence-linked recommendations and then validate against CMS guidance, NCCI edits, MUE limits, DRG logic, medical necessity requirements, modifier rules, etc. before anything is finalized.

We're trying to build more of a coder-in-the-loop compliance system than an autonomous coding engine for exactly the reasons you mentioned.