AI promises to transform Medicare Risk Adjustment through advanced ML and NLP, but without proper safeguards, it risks undermining accuracy and trust. This whitepaper explores how proven governance practices from industries like aviation, model validation, traceability, audit readiness, and safety checks can be adapted to healthcare. With the right guardrails, organizations can harness AI to streamline risk adjustment, ensure compliance, and unlock its full potential.