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<h1>Policy-as-code and auditability ensure regulatory compliance for healthcare AI deployments while preserving data sovereignty and human oversight.</h1> Policy-as-Code and built-in auditability embed immutable audit trails, policy enforcement, and explainability to support traceability and oversight of AI-driven workflows, combined with a human-in-the-loop and layered guardrails to ensure accountability. Secure deployment options into customer VPCs, private clouds, or on-premises data centers preserve data sovereignty and control, while a model-agnostic gateway and standard protocol integrations mitigate vendor lock-in and manage data flows across clinical, payer, and administrative systems.