AI Risk Governance · Singapore
Where principles meet
practice
Mapping AI risk governance principles across MAS MindForge, FEAT, EU AI Act, SR 11-7, NIST, and more — connecting the written principle to the lived practice.
Accountability Risk Governance Lifecycle Integrity Transparency Culture
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Principle Mapping
The Six Principles of Responsible AI: A MindForge-Anchored Framework for Singapore Banks
MAS MindForge is the new anchor for AI governance in Singapore financial services. Here's how its six core considerations translate into a practical principle taxonomy — and how every major international framework maps against it.
Shi Yuan · 14 min Read →
Framework Coverage
Six principles. Fourteen frameworks.
Click a row to highlight coverage across Singapore and international sources.
| Principle | MAS FEAT | MAS AIRM | MAS Info Paper | MAS MindForge Exec | MAS MindForge Ops | MAS MindForge Impl | ABS GenAI | IMDA MGF | EU AI Act | Fed/OCC 11-7 | NIST AI RMF | PRA SS1/23 | ISO 42001 | OECD AI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Accountability & Oversight C1, C2 | ● | ● | — | ● | ● | — | ● | ● | ● | ● | ● | ● | ● | ● |
| Risk-Based Governance C3, C4, C5 | ◐ | ● | — | ● | ● | — | ● | ● | ● | ◐ | ● | ◐ | ● | ◐ |
| Lifecycle Responsibility C7, C10, C12, C13, C14, C15 | ◐ | ● | — | ● | ● | — | ● | ● | ● | ● | ● | ● | ◐ | ◐ |
| Integrity & Soundness C8, C9, C11, C17 | ● | ● | — | ● | ● | — | ● | ● | ● | ● | ● | ● | ◐ | ● |
| Transparency & Auditability C6, C11, C15 | ● | ● | — | ● | ● | — | ● | ● | ● | ● | ● | ● | ◐ | ● |
| Capability & Culture C16, C17 | — | ◐ | — | ● | ● | — | ● | ● | — | — | ◐ | — | ● | ◐ |
● Strong alignment◐ Moderate alignment— Not addressedSG = Singapore frameworksIntl = International frameworks