Denial learnings encoded as deterministic governance. No code changes.
Without governance overlays, preventable denials pass through. Apply local rules — NCCI edits, modifier requirements, linkage checks, and payer-specific denial patterns — before submission.
71yo male · Medicare Advantage · CHF, DM, CKD, COPD, AFib
DOS: 2026-02-11 · Provider: [Synthetic]
None — no modifiers appended
Medicare Advantage — no prior auth required for E/M
This claim draft was built by deterministic extraction — diagnoses are correct, evidence-tethered, and HCC-mapped. But without governance overlays, billing-level errors pass through unchecked.
Extraction stabilizes clinical truth. Governance prevents billing-level denials. These are not extraction failures — they are rule enforcement gaps that local governance overlays close.
Rules run locally. No PHI egress required.