Pre-Decision Adjudication Review for Insurance Claims-QA Teams

A pre-commit review that sits beside the claims adjudication workflow at mid-market UK/US property-casualty carriers, short-tail health/disability insurers, and third-party administrators. Before a claims examiner closes a contested claim (denial, partial pay, coverage dispute), the QA lead pastes the proposed disposition rationale and the policy clause + evidence cited; AE runs adversarial multi-model debate against it, returning a structured challenge (policy-language ambiguity, missing evidence trail, ungrounded medical-necessity assertion, mismatched coding, prior-pattern dispute). After the appeal window closes, reality grades the gate — overturned on appeal, upheld, or no appeal filed. Over weeks the QA director gets a per-examiner calibration ledger graded by formal appeal outcomes (an independent reviewer's factual finding, not crowd noise). Buyer is the claims-QA / operations director — squarely evaluator-side, measured on appeal-overturn rate and regulator findings, with real five-figure-monthly tooling budgets. Resolution cycles of 4-12 weeks fit AE's weekly grading cadence; TAM is hundreds of carriers and TPAs, not ten.

Claims-QA pre-decision review converts AE's graded-debate engine into a controls product sold to budget-holding evaluator-side directors, with appeal outcomes supplying the objective grading signal AE uniquely needs.

Still in evaluation (phase: ranked). No verdict yet.