AI Governance Frameworks
Build a compliant AI governance structure for your organization. Understand what's required, which regulations mandate it, and how to implement it.
The 12 Areas of AI Governance
Board Oversight & Accountability
Executive-level governance structures and board responsibilities for AI systems
Risk Management Framework
Systematic identification, assessment, and mitigation of AI-related risks
Documentation & Records
Technical documentation, audit trails, and record-keeping requirements
Human Oversight & Ethical Safeguards
Human-in-the-loop requirements and ethical guardrails for AI systems
Transparency & Disclosure Requirements
AI system disclosure obligations and user notification requirements
Data Governance
Training data quality, provenance tracking, and data protection for AI
Testing & Validation
Pre-deployment testing, conformity assessment, and ongoing monitoring
Incident Management
AI incident response, mandatory reporting, and remediation procedures
AI Supply Chain Governance
Third-party AI vendor management, Shadow AI controls, and procurement
AI Literacy & Culture
Staff AI training, organizational competency, and cultural awareness
Compliance Monitoring
Internal audits, external assessments, and continuous compliance assurance
Enforcement & Penalties
Understanding enforcement trends, penalty structures, and legal exposure
Show me requirements for:
Showing 12 governance areas
Board Oversight & Accountability
Executive-level governance structures and board responsibilities for AI systems
Relevant for:
Key Elements:
- AI Governance Committee establishment
- Board-level AI expertise requirements
- Executive accountability assignments
- +3 more...
Risk Management Framework
Systematic identification, assessment, and mitigation of AI-related risks
Relevant for:
Key Elements:
- Risk classification methodology
- Impact assessment procedures
- Risk registers and documentation
- +3 more...
Documentation & Records
Technical documentation, audit trails, and record-keeping requirements
Relevant for:
Key Elements:
- Technical documentation standards
- Data provenance records
- Model cards and system specifications
- +3 more...
Human Oversight & Ethical Safeguards
Human-in-the-loop requirements and ethical guardrails for AI systems
Relevant for:
Key Elements:
- Human-in-the-loop protocols
- Override and intervention capabilities
- Ethical review processes
- +3 more...
Transparency & Disclosure Requirements
AI system disclosure obligations and user notification requirements
Relevant for:
Key Elements:
- AI system disclosure statements
- User notification requirements
- Public AI registries
- +3 more...
Data Governance
Training data quality, provenance tracking, and data protection for AI
Relevant for:
Key Elements:
- Training data quality standards
- Data provenance and lineage tracking
- Bias detection in datasets
- +3 more...
Testing & Validation
Pre-deployment testing, conformity assessment, and ongoing monitoring
Relevant for:
Key Elements:
- Pre-deployment testing protocols
- Conformity assessment procedures
- Performance benchmarking
- +3 more...
Incident Management
AI incident response, mandatory reporting, and remediation procedures
Relevant for:
Key Elements:
- Incident classification criteria
- Detection and monitoring systems
- Response and escalation procedures
- +3 more...
AI Supply Chain Governance
Third-party AI vendor management, Shadow AI controls, and procurement
Relevant for:
Key Elements:
- AI vendor due diligence
- Shadow AI detection and control
- Contractual AI requirements
- +3 more...
AI Literacy & Culture
Staff AI training, organizational competency, and cultural awareness
Relevant for:
Key Elements:
- AI literacy training programs
- Role-specific competency requirements
- AI champions and designated experts
- +3 more...
Compliance Monitoring
Internal audits, external assessments, and continuous compliance assurance
Relevant for:
Key Elements:
- Internal audit programs
- External assessment coordination
- Compliance dashboards and metrics
- +3 more...
Enforcement & Penalties
Understanding enforcement trends, penalty structures, and legal exposure
Relevant for:
Key Elements:
- Penalty structure understanding
- Enforcement trend analysis
- Regulatory interaction protocols
- +3 more...