Cross-Framework Mapping

OECD AI PrinciplesvsSingapore Model AI Governance Framework (2nd Edition)

See exactly how OECD AI Principles controls map to Singapore Model AI Governance Framework (2nd Edition). Pre-computed mappings, identified gaps, and coverage analysis.

12
Controls Mapped
13
Gaps Found
24%
Coverage

According to the TheArtOfService Compliance Knowledge Graph:

OECD AI Principles maps to Singapore Model AI Governance Framework (2nd Edition) with 24% coverage across 6 directly mapped controls. Analysis of 25 OECD AI Principles controls identifies 19 compliance gaps — primarily concentrated in OECD AI Principles: AI Safety & Security.

Source: TheArtOfService Knowledge Graph | 25 controls analysed | 693 frameworks | 819K+ cross-framework mappings

Control Mappings

Showing 12 of 12 mapped controls across 2 domains. Sign up to explore all 819K+ mappings across 693 frameworks.

OECD AI Principles: AI Risk Management(9 mappings)

OECD-AI-02AI system categorization by risk level3 targets
AIGF-1.1Risk Management and Internal Controls
AIGF-1.2AI Ethics Governance Body
AIGF-3.2Explainability
OECD-AI-03Bias detection and mitigation3 targets
AIGF-1.1Risk Management and Internal Controls
AIGF-1.2AI Ethics Governance Body
AIGF-3.2Explainability
OECD-AI-04AI model validation and testing3 targets
AIGF-1.1Risk Management and Internal Controls
AIGF-1.2AI Ethics Governance Body
AIGF-3.2Explainability

OECD AI Principles: AI Data Governance(3 mappings)

OECD-AI-12Data bias assessment and mitigation
AIGF-1.3Data Management
OECD-AI-14Privacy protection in AI training data
AIGF-1.3Data Management
OECD-AI-15Data retention for AI models
AIGF-1.3Data Management

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What are the key differences between OECD AI Principles and Singapore Model AI Governance Framework (2nd Edition)?

OECD AI Principles has 25 controls across its framework, while Singapore Model AI Governance Framework (2nd Edition) covers 16 controls. Direct mapping analysis identifies 6 overlapping controls (24% coverage). The frameworks diverge most significantly in OECD AI Principles: AI Safety & Security, where 5 OECD AI Principles controls have no direct Singapore Model AI Governance Framework (2nd Edition) equivalent.

How many controls map between OECD AI Principles and Singapore Model AI Governance Framework (2nd Edition)?

Of 25 total OECD AI Principles controls, 6 map directly to Singapore Model AI Governance Framework (2nd Edition) controls — representing 24% coverage. The remaining 19 controls represent compliance gaps requiring additional documentation or compensating controls to satisfy both frameworks simultaneously.

What are the compliance gaps when mapping OECD AI Principles to Singapore Model AI Governance Framework (2nd Edition)?

19 OECD AI Principles controls have no direct equivalent in Singapore Model AI Governance Framework (2nd Edition). The highest concentration of gaps is in OECD AI Principles: AI Safety & Security with 5 unmapped controls. These gaps represent areas where additional controls, policies, or documentation must be created to achieve compliance with both frameworks.

Which control domains have the most gaps between OECD AI Principles and Singapore Model AI Governance Framework (2nd Edition)?

The domain with the highest gap count is OECD AI Principles: AI Safety & Security (5 gaps). Export the full domain-by-domain gap breakdown via the Professional tier to generate a prioritised remediation roadmap.

This platform provides educational compliance tools, not legal, regulatory, or professional compliance advice. Cross-framework mappings are AI-assisted interpretations and do not reproduce or replace official standards. Framework names and trademarks belong to their respective owners. Consult qualified professionals for your specific compliance requirements. See our Terms of Service.