Singapore ยท AI Governance

SG AI governance for startups: MGF, AI Verify & agentic testing

Singapore governs AI through voluntary guidance, not an AI law. IMDA's Model AI Governance Framework covers traditional, generative and (since Jan 2026) agentic AI. AI Verify provides a testing framework and toolkit. Here is how it maps to ISO 42001, NIST AI RMF and SOC 2.

2026
MGF for Agentic AI
14 Oct
Agentic Starter Kit
5
Accredited testers
NIST AI RMF
Official crosswalk

LowerPlane serves startups in the United States, Singapore, India and worldwide.

The MGF versions

2020 โ†’ 2024

MGF (traditional AI)

Original Model AI Governance Framework. Nine dimensions covering governance, operations, stakeholder interaction, and ongoing review.

GenAI

MGF for GenAI

Guidance for generative AI deployers across 9 updated dimensions โ€” safety, provenance, incident reporting.

Jan 2026

MGF for Agentic AI

Launched 22 Jan 2026 by IMDA, updated with case studies in May 2026. Addresses autonomous, multi-step AI agents in production.

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AI Verify

  • โ€ข A process-based testing framework covering fairness, explainability, robustness, safety and governance.
  • โ€ข A software toolkit for running tests on AI systems.
  • โ€ข An official crosswalk to the NIST AI Risk Management Framework.
๐Ÿค

Agentic Testing Starter Kit (Oct 2026)

On 14 Oct 2026, the AI Verify Foundation and IMDA released an Agentic Testing Starter Kit and accredited the first independent testers for agentic systems. For AI startups shipping autonomous or multi-step agent features, Singapore now expects third-party testing evidence.

Crosswalk: MGF / AI Verify โ†” ISO 42001 โ†” NIST AI RMF โ†” SOC 2

ThemeMGF / AI VerifyISO 42001NIST AI RMFSOC 2
Governance & policyMGF GovernanceISO 42001 Cl. 5โ€“6NIST AI RMF GovernSOC 2 CC1/CC2
Risk managementMGF Risk ManagementISO 42001 Cl. 8NIST AI RMF Map/MeasureSOC 2 CC3
Explainability / robustnessAI Verify testsISO 42001 Annex BNIST AI RMF Measure/Manageโ€”
Monitoring / incident responseMGF OperationsISO 42001 Cl. 9NIST AI RMF ManageSOC 2 CC7

Practical checklist for an AI SaaS

  • โœ“Model inventory โ€” name, version, hosting, data it touches, owner, risk rating
  • โœ“LLM vendor DPAs (OpenAI, Anthropic, Mistral, Cohere) in your subprocessor register
  • โœ“Prompt and output logging policy โ€” retention, PII redaction, access control
  • โœ“Model-risk assessment per model โ€” harm, bias, hallucination, misuse
  • โœ“Change-management procedure for model swaps and fine-tunes
  • โœ“Access controls on training data and model weights
  • โœ“If agentic: scoping memo + evidence from a Starter Kit / accredited tester
  • โœ“If selling into SG enterprise AI reviews: AI Verify toolkit run

Separately, CSA Cyber Essentials and Cyber Trust (2025) include an optional AI security pillar โ€” focused on the security of AI systems in operation.

Frequently asked questions

Is the Model AI Governance Framework mandatory?

No. Singapore governs AI through voluntary guidance rather than an AI law. IMDA's Model AI Governance Framework and AI Verify are reference frameworks that enterprise buyers and regulated-sector customers increasingly ask vendors to adopt.

What is AI Verify?

AI Verify is a testing framework and toolkit from the AI Verify Foundation (Singapore). It provides a process-based framework plus a software toolkit for third-party AI governance testing, used by developers and deployers to evidence responsible AI practices.

Does AI Verify map to NIST AI RMF?

Yes. AI Verify Foundation has published a crosswalk between AI Verify and the NIST AI Risk Management Framework. Teams running NIST AI RMF or ISO 42001 can use the crosswalk to align their evidence with Singapore's framework expectations.

Does MGF apply if we only use OpenAI or Anthropic APIs?

You are still a deployer under MGF/MGF-GenAI, and buyers evaluate your governance of the system as deployed. You get to lean on the LLM provider for base-model controls (reflect their DPA and sub-model attestations in your evidence), but prompt-logging, model-risk assessment, change management and user-safeguards remain your responsibility.

When do SG enterprise buyers typically ask for AI Verify evidence?

Government procurement, regulated-sector buyers (healthcare, finance) and large enterprises undertaking AI-specific vendor reviews are the most common askers. AI Verify toolkit output is becoming a standard attachment to vendor questionnaires alongside the SOC 2 report.

Do I need to be a member of the AI Verify Foundation?

No. Membership is optional and signals public endorsement of responsible AI. The toolkit is openly available, and non-members can run tests and submit results. Membership can be useful for vendor directory visibility.

How does the Agentic Testing Starter Kit work?

The Oct 2026 Starter Kit provides scoping templates, test categories and reporting templates specific to agentic AI (autonomous, multi-step systems). It is intended for use with the five accredited independent testers. For AI startups shipping agent features, expect enterprise buyers to request Starter Kit output or an accredited-tester report in 2026-2027 reviews.

AI startup selling into Singapore?

LowerPlane runs ISO 42001 alongside your SOC 2 or ISO 27001 program with the Singapore crosswalk pre-built.

2026
Agentic MGF
14 Oct
Agentic Starter Kit
5
Accredited testers
40-50%
ISO 42001 overlap