Summary
Provides consensus-developed, vendor-neutral guidance and testing and evaluation resources for specific health-AI use cases. The July 2026 update adds an Ambient AI Implementation Playbook and living Testing & Evaluation Framework covering procurement, pre-deployment review, piloting, deployment, monitoring, clinical performance, safety, fairness, privacy, operational impact, and business value.
Healthcare Implications
Health systems and developers can use the resources to evaluate and govern AI within specific workflows. For ambient AI, the guidance addresses consent and recording, withdrawal workflows, audio storage and model training, licensing and procurement, shadow AI, vendor updates and drift, clinical performance, patient experience, clinician well-being, and ongoing monitoring.