AI RMF 1.0: four functions, 19 categories, 72 subcategories. GenAI Profile (NIST AI 600-1): 200+ actions for foundation models and agents. Colorado’s AI Act references NIST-style reasonable care. TuringPulse turns that catalog into live controls.
Organizational AI governance through policy packs, RBAC, audit visibility, and documented approval paths for high-impact changes.
Continuous risk measurement via evaluations, KPI dashboards, drift detection, and anomaly monitoring per workflow and agent.
Risk response through alerts, runtime guardrails, escalation policies, and HITL checkpoints when scores or policies fail.
GOVERN and MAP require clear accountability, use-case characterization, and traceable context. Governance Insights summarizes policy coverage, violations, and workflow posture so risk owners can evidence management review.

MEASURE is where frameworks become telemetry. TuringPulse runs evaluations at scale, tracks KPIs over time, and flags drift and anomalies so risks are detected quantitatively — not only at deployment.

MANAGE closes the loop: when measurement shows unacceptable risk, controls must respond. Alerts notify owners; guardrails block or reshape outputs; HITL queues capture human decisions with full trace context.
