What is clinical AI governance?

Clinical AI governance is the systematic oversight of AI systems in healthcare—encompassing policy development, risk assessment, performance monitoring, and compliance management for AI tools that impact patient care.

Who needs AI governance solutions?

Healthcare delivery organizations that purchase clinical AI—health systems, academic medical centers, radiology practices, and community hospitals. 84% currently lack formal AI governance policies.

What makes AshMatics different from generic MLOps?

AshMatics is purpose-built for healthcare with native DICOM, HL7, and FHIR integration. We specialize in production clinical AI—particularly medical imaging (77% of FDA-approved AI). We serve organizations that buy AI, not build it.

Can AshMatics be deployed on-premises?

Yes. Hybrid cloud architecture supports full cloud, on-premises, or split deployment. Built on open source (Kubernetes, PostgreSQL, Neo4j) to prevent vendor lock-in.