Conduct DRG reviews to validate diagnoses, procedures, and coding. Apply industry standard guidelines, coding rules, and organizational policies. Deliver clear, well-documented rationale for determinations. Translate case-based reasoning into structured feedback for the AI adjudicator. Flag nuanced cases and conflicting data to inform AI handling of uncertainty. Collaborate with teams to refine policy JSONs, decision trees, and narrative outputs. Identify opportunities to capture clinical nuance for AI accuracy. Serve as a subject matter expert for coding teams, nurses, and data scientists. Provide input on audit guidelines, clinical validation criteria, and education materials. Participate in quality improvement initiatives.