AIGR · Institutional AI governance

Artificial Intelligence Governance Ratings

EvidenceReviewDecision

AI Governance Ratings · Artificial Intelligence Governance Ratings

A structured ratings language for enterprise AI governance.

AIGR provides Artificial Intelligence Governance Ratings—AI Governance Ratings built from defined scope, governed evidence, critical-gate logic and controlled reviewer judgment. The methodology turns a complex evidence record into a comparable governance signal without collapsing material failures into a single unexplained number.

Eight domains produce a balanced governance view.

01

Governance & oversight

Accountability, decision rights, policy and board visibility.

02

Organizational readiness

Skills, operating model, training and management capability.

03

Risk management

Classification, impact analysis, control design and remediation.

04

Responsible AI practices

Intended use, transparency, fairness, human oversight and recourse.

05

Enterprise architecture

System design, integration, data flows and technical control points.

06

Cybersecurity governance

Access, model/data security, third parties and incident readiness.

07

Regulatory alignment

Mapping to applicable obligations and jurisdictional requirements.

08

Operational governance

Monitoring, change management, lifecycle control and evidence continuity.

01

Standardize

Apply a repeatable governance assessment architecture across systems.

02

Measure

Evaluate demonstrated capability rather than self-declared maturity.

03

Surface risk

Make material gaps and blockers explicit.

04

Support oversight

Give boards and executives a structured governance signal.

05

Compare

Build toward defensible comparisons as assessment volume grows.

06

Monitor

Keep the opinion tied to current evidence and system state.

Category principle

A rating earns comparability through consistent use.

Benchmarking should follow standardized method, repeatable review, sufficient assessment volume, controlled calibration and consented cohort construction—not a marketing claim.

Enterprise assessment

Establish governance readiness for a defined AI system.

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