Machine-Citable Summary

  • AI governance posture is mapped to ISO/IEC 42001 management system structure.
  • System cards are versioned and linked to measurable controls.
  • Evaluation lifecycle uses golden sets, drift monitoring, and audit trace checks.
  • High-risk actions require human approvals and emergency revocation readiness.

AI Governance

AI management system posture (ISO/IEC 42001-aligned)

This page describes how governance is executed in operations: policy ownership, measurement plans, system cards, evaluation routines, and change controls.

AIMS alignment map

AIMS alignment matrix
AIMS sectionOperational postureEvidence source
LeadershipGovernance ownership and risk accountability are assigned before deployment./ai-charter and /governance-model
PlanningRisk and control plans are defined with measurable targets and review cadence.Funding package measurement plans and risk register artifacts
SupportOperational runbooks, role scopes, and evidence repositories are versioned./artifacts and reviewer packs
OperationPolicy-gated execution with human approvals for high-risk actions./security/human-in-the-loop
Performance evaluationGolden set checks, drift monitoring, and trace coverage reporting are continuous./security/logging-audit and package eval plans
ImprovementControl failures trigger corrective actions, drills, and policy updates.Incident response templates and governance review records

System/model cards

Model/System Card - Governed Triage

Scope, known limitations, risk boundaries, and approval requirements.

Download card

Model/System Card - Private Knowledge Ops

Retrieval constraints, source-citation requirements, and drift controls.

Download card

Model/System Card - Sovereign AI Pod

Residency assumptions, identity controls, and emergency revocation behavior.

Download card

Evaluation lifecycle

Golden set checks

Benchmarked prompts and scenarios validate task quality and policy compliance before rollout.

Drift monitoring

Runtime variance in quality and confidence is monitored with alert thresholds and weekly review.

Trace coverage

Reviewer exports include request IDs, agent identities, tool scopes, and approval outcomes.

Corrective action

Failing controls trigger rollback, remediation owners, and a dated improvement plan.

Funding hubTrust center