Govern, Map, Measure, and Manage AI Risk

Fact-check status

Reviewed claim by claim on 2026-09-02 against the primary or official sources identified inline as S1 and S2. Recommendations are design guidance unless a cited standard makes them normative.

Key jargon

Term	Plain-language meaning
Govern	Establish accountable policies, roles, culture, and oversight for AI risk. S1
Map	Understand context, intended use, affected parties, dependencies, and risk. S1
Measure	Assess and track trustworthy characteristics and risk using evidence. S1
Manage	Prioritize, treat, monitor, communicate, and respond to identified risk. S1

Key concepts

The NIST AI RMF functions reinforce one another and operate throughout the lifecycle. S1
Governance becomes operational when risks have owners, evidence, treatment decisions, deadlines, and review triggers. S1

Concept map

flowchart LR
    A["Govern roles and policy"] --> B["Map context and impacts"]
    B --> C["Measure with evidence"]
    C --> D["Manage treatment and monitoring"]

Diagram semantics verified against S1 and S2 on 2026-09-02.

Function	Practical questions
Govern	Who owns policy, accountability, skills, documentation, and oversight? S1
Map	What context, users, impacts, data, dependencies, and risks define the system? S1
Measure	How are quality, trustworthiness, safety, privacy, and uncertainty evaluated? S1
Manage	Which risks are accepted, mitigated, transferred, monitored, or cause retirement? S1

Governance is not a one-time committee approval. It connects requirements, evaluation evidence, deployment decisions, incidents, and change management. S1

Exercise

Create a one-page AI system card with purpose, owner, users, data, model, tools, impacts, measurements, controls, residual risks, and review date.