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Determinism on a Non-Deterministic Platform: The AI Challenge for Healthcare Payers

Health insurance organizations face a fundamental technology mismatch. Claims processing, prior authorization, utilization management, risk adjustment, and member benefits operate under precise policies, effective dates, audit requirements, and legal accountability. Yet the AI technologies being introduced into these workflows, including large language models, generative AI, and machine learning, are probabilistic