Sunday, February 22, 2026

Compliance & Governance

Regulatory and Compliance Framework

Built for US provider support with clear promotional/scientific separation and HIPAA-aligned controls.

No diagnostic outputs, no automated treatment recommendations, no dosing decisions.
Scientific exchange interactions are logged with secure content delivery.
Sunshine Act and reportable engagement documentation pathways supported.
Audit logs, incident response readiness, and regular security testing required.

Core Controls

Operational governance and technical safeguards.

Identity & Access

NPI registration, HCP verification, RBAC, mandatory MFA

Privacy

HIPAA-aligned handling, PHI minimization, BAA workflow support

Security

Encryption at rest/in transit, SOC 2 Type II hosting, threat monitoring

MLR

Version control, expirations, label-change alerts, approval logging

AI Governance

Model versioning, prompt logging, red-team testing, hallucination monitoring

Scope Boundary Controls

Scope governance is maintained as a dedicated model.

Risk Register

Key risks and mitigations carried into ongoing governance review.

Off-label AI responses

RAG + refusal logic + Medical Info escalation

PHI breach

Encryption, access controls, and immutable audit logs

Regulatory classification drift

Ongoing SaMD boundary review

Low provider adoption

Workflow integration and admin automation

Provider mistrust of AI

Citations, confidence, and human handoff

Quarterly AI compliance review scheduled