Singapore IMDA Model AI Governance Framework for Generative AI (voluntary)

Governance dimensions incl. testing, transparency, incident reporting, security and content provenance

From clause to evidenceThe chain from Singapore GenAI Model AI Governance Framework for Generative AI to its evidence record, in 6 steps; the text alternative lists them and the facts under the figure state each in full.Clause: Singapore Model AI Governance Framework for Generative AI, Model AI Governance Framework for Generative AIClauseSingapore GenAIModel AIGovernance…Duty holder: not statedDuty holderNot statedApplies from: no date (Voluntary)Applies fromNo dateVoluntaryArtefact: Eval suite; model cards; content provenance and watermarkingArtefactEval suiteLayers: Layer 02 Inventory & Transparency and Layer 03 Evals & Red Teaming as Evidence and Layer 04 Runtime Controls & ObservabilityLayersLayer 02Layer 03Layer 04Evidence record: the common evidence record (Evidence record v1)Evidence recordEvidence recordv1Same topic in 25 frameworks (263 clauses): EU AI Act, ISO 42001, NIST AI RMF, TC260 Framework 3.0, China GenAI Measures,China Algo. Rec., China Deep Synthesis and 18 moreAs of 2026-09-24 · illustrative, not a claim of conformity From clause to evidenceThe chain from Singapore GenAI Model AI Governance Framework for Generative AI to its evidence record, in 6 steps; the text alternative lists them and the facts under the figure state each in full.Clause: Singapore Model AI Governance Framework for Generative AI, Model AI Governance Framework for Generative AIClauseSingapore GenAI · Model AI…Duty holder: not statedDuty holderNot statedApplies from: no date (Voluntary)Applies fromNo date · VoluntaryArtefact: Eval suite; model cards; content provenance and watermarkingArtefactEval suiteLayers: Layer 02 Inventory & Transparency and Layer 03 Evals & Red Teaming as Evidence and Layer 04 Runtime Controls & ObservabilityLayersLayer 02Layer 03Layer 04Evidence record: the common evidence record (Evidence record v1)Evidence recordEvidence record v1Same topic in 25 frameworks (263 clauses):EU AI Act, ISO 42001, NIST AI RMF, TC260Framework 3.0, China GenAI Measures and 20…As of 2026-09-24illustrative, not a claim of conformity
From clause to evidence Build the artefact, then file every output it produces as a record that names AIGE-OBL-SG-GENAI. Drawn from chapter 08.
Text alternative
  • Clause: Singapore GenAI, Model AI Governance Framework….
  • Duty holder: Not stated.
  • Applies from: No date, Voluntary.
  • Artefact: Eval suite.
  • Layers: Layer 02, Layer 03, Layer 04.
  • Evidence record: Evidence record v1.
  • Record schema: Evidence record.
  • The same topic in 25 other frameworks; the crosswalk section below links each clause.
Id
AIGE-OBL-SG-GENAI
Instrument
Singapore Model AI Governance Framework for Generative AI framework
Clause
Model AI Governance Framework for Generative AI
Applies from
No date Voluntary · published May 2024

The artefact that evidences it

Eval suite; model cards; content provenance and watermarking.

What this obligation connects toSingapore GenAI and its 25 relations: 25 same crosswalk topic.DirectSingapore GenAISame crosswalk topic (25)AI Verify 9.1.1, 9.5.2, 8.1.1, 8.2.1, 1.1.6, 1.7.2, 1.1.1, 4.1.1, 6.1.1, 5.2.1, 5.9.1, 9.5.4, 1.5.1, 1.6.1, 5.11.1, 8.3.1, 8.3.2, 1.4.1, 2.2.1, 1.1.4, 9.5.3, 5.1.1, 8.4.1, 4.8.1, 8.5.1, 4.9.1, 4.9.2, 1.1.3, 11.1.1 · Core clauseAI VerifyCSA AICM GRC-01, GRC-06, DSP-20, DSP-21, MDS-03, MDS-04, MDS-06, MDS-07, AIS-05, SEF-07, SEF-08, DSP-08, DSP-22, GRC-13, GRC-14, HRS-14, HRS-11, A&A-02, A&A-04, MDS-12, MDS-09 · Core clauseCSA AICMChina AI Labelling Label Art. 4, Label Art. 5 · Core clauseChina AI LabellingChina Algo. Rec. AlgoRec Art. 7, AlgoRec Art. 16, AlgoRec Art. 17 · Core clauseChina Algo. Rec.China Deep Synthesis DeepSyn Art. 7, DeepSyn Art. 14, DeepSyn Art. 16, DeepSyn Art. 17, DeepSyn Art. 15, DeepSyn Art. 20 · Core clauseChina Deep SynthesisChina GenAI Measures GenAI Art. 9, GenAI Art. 7, GenAI Art. 8, GenAI Art. 11, GenAI Art. 12, GenAI Art. 19, GenAI Art. 17, GenAI Art. 14, GenAI Art. 15, GenAI Art. 7(3), GenAI Art. 10, GenAI Art. 7(2), GenAI Art. 4(3) · Core clauseChina GenAI Measures+19 more+19 more: CoE Convention CoE Art. 9, CoE Art. 14(2), CoE Art. 15(2), CoE Art. 16(2)(g), CoE Art. 11, EU AI Act Art. 17, Art. 4, Art. 87, Art. 10, Art. 10(2)(f)–(g), Art. 4a, Art. 53, Art. 53(1)(c), Art. 5(1)(e), Art. 11, Art. 13, Art. 50, Art. 86, Art. 18, Art. 43, Art. 53(1)(d), Art. 50(2), 50(4), Art. 15, Art. 55, Art. 60, Art. 15(3), Art. 9, Art. 42(3), Art. 72, Art. 73, Art. 26(5), Art. 3(49), Art. 20, Art. 59, Art. 13(3)(b)(iv)–(v), Art. 26(2), Art. 95(2)(c), Art. 47, Art. 48, Art. 40, Art. 51, Art. 56, Art. 50(2), Art. 50(4), Art. 3(60), Annex XI 1(2)(e), Art. 40(2), Art. 95(2)(b), G7 Code G7 Action 5, G7 Action 3, G7 Action 1, G7 Action 2, G7 Action 4, G7 Action 11, G7 Action 7, GAO AI Accountability 1.2, 1.1, 1.3, 2.1, 2.2, 2.4, 2.5, 1.9, 3.5, 1.7, 3.7, 3.2, 4.1, 4.2, 2.8, 1.4, 1.8, GB/T 45654 GB/T 45654 Corpus security, GB/T 45654 Content labelling, GB/T 45654 Security assessment, GDPR Art. 5(2), Art. 5(1)(c), Art. 25, Art. 9, Arts. 13–14, Art. 30, Art. 32, Arts. 33–34, Art. 5, Art. 6, Art. 35, Art. 15(1)(h), Art. 13(2)(f), Art. 22(3), Art. 39(1)(b), Art. 42, GPAI Code Safety C8, Copyright 1.1–1.5, Transparency 1.1, Transparency 1.2, Safety 3.2, Safety C6, Safety C9, Safety 3.5, Safety C1, Safety C7, Copyright 1.1, Copyright 1.2, Copyright 1.3, Copyright 1.4, Copyright 1.5, ISO 42001 5.1, 5.2, 5.3, A.2, A.3, 9.3, 7.2, 9.2, 10.1, A.7, A.7.3, A.4, 7.5, A.6, A.8, 9.1, 10.2, A.8.2, 7.3, ISO 42006 ISO/IEC 42006, Korea AI Act Art. 36, Art. 31, Art. 34(1)(2), Art. 32(1), Art. 33, Art. 32, NIST AI RMF GOVERN 1, GOVERN 2, GOVERN 4, GOVERN 5, MAP 2, MEASURE 2.10, MEASURE 2.11, MAP 1, MEASURE 2.8, MAP 1.6, MEASURE 2.9, MEASURE 2, MEASURE 2.7, MEASURE 2.1, MEASURE 1, MANAGE 4, MANAGE 4.3, MANAGE 2.4, GOVERN 4.3, GOVERN 2.2, MAP 3.4, MEASURE 1.3, GOVERN 6.1, MAP 4.1, MEASURE 2.12, OECD AI Principles OECD 1.5, OECD 1.3, OECD 1.4, OECD 1.2, OECD 1.1, OWASP LLM LLM05:2026, LLM01:2026, LLM02:2026, LLM07:2026, Singapore Agentic Agentic 2.2.1, Agentic 2.3.2, Agentic 2.3.3, Agentic 2.4, TC260 Framework 3.0 TC260 4, TC260 5.3.12, TC260 2.1.3, TC260 5.1, TC260 3, TC260 App. 2 II.6, TC260 5.3.14, TC260 5.3.7, TC260 5.3.18, UK ATRS ATRS 2.1, ATRS 2.4.3, ATRS Tier 1, ATRS 2.2, ATRS 2.3.5, ATRS 2.3.4, UK DUAA UK GDPR Art. 22B, UK GDPR Art. 22C, EN 18286 EN 18286, OWASP Agentic ASI05
What this obligation connects toSingapore GenAI and its 25 relations: 25 same crosswalk topic.DirectSame crosswalk topic (25)AI Verify 9.1.1, 9.5.2, 8.1.1, 8.2.1, 1.1.6, 1.7.2, 1.1.1, 4.1.1, 6.1.1, 5.2.1, 5.9.1, 9.5.4, 1.5.1, 1.6.1, 5.11.1, 8.3.1, 8.3.2, 1.4.1, 2.2.1, 1.1.4, 9.5.3, 5.1.1, 8.4.1, 4.8.1, 8.5.1, 4.9.1, 4.9.2, 1.1.3, 11.1.1 · Core clauseAI VerifyCSA AICM GRC-01, GRC-06, DSP-20, DSP-21, MDS-03, MDS-04, MDS-06, MDS-07, AIS-05, SEF-07, SEF-08, DSP-08, DSP-22, GRC-13, GRC-14, HRS-14, HRS-11, A&A-02, A&A-04, MDS-12, MDS-09 · Core clauseCSA AICMChina AI Labelling Label Art. 4, Label Art. 5 · Core clauseChina AI LabellingChina Algo. Rec. AlgoRec Art. 7, AlgoRec Art. 16, AlgoRec Art. 17 · Core clauseChina Algo. Rec.China Deep Synthesis DeepSyn Art. 7, DeepSyn Art. 14, DeepSyn Art. 16, DeepSyn Art. 17, DeepSyn Art. 15, DeepSyn Art. 20 · Core clauseChina Deep SynthesisChina GenAI Measures GenAI Art. 9, GenAI Art. 7, GenAI Art. 8, GenAI Art. 11, GenAI Art. 12, GenAI Art. 19, GenAI Art. 17, GenAI Art. 14, GenAI Art. 15, GenAI Art. 7(3), GenAI Art. 10, GenAI Art. 7(2), GenAI Art. 4(3) · Core clauseChina GenAI Measures+19 more+19 more: CoE Convention CoE Art. 9, CoE Art. 14(2), CoE Art. 15(2), CoE Art. 16(2)(g), CoE Art. 11, EU AI Act Art. 17, Art. 4, Art. 87, Art. 10, Art. 10(2)(f)–(g), Art. 4a, Art. 53, Art. 53(1)(c), Art. 5(1)(e), Art. 11, Art. 13, Art. 50, Art. 86, Art. 18, Art. 43, Art. 53(1)(d), Art. 50(2), 50(4), Art. 15, Art. 55, Art. 60, Art. 15(3), Art. 9, Art. 42(3), Art. 72, Art. 73, Art. 26(5), Art. 3(49), Art. 20, Art. 59, Art. 13(3)(b)(iv)–(v), Art. 26(2), Art. 95(2)(c), Art. 47, Art. 48, Art. 40, Art. 51, Art. 56, Art. 50(2), Art. 50(4), Art. 3(60), Annex XI 1(2)(e), Art. 40(2), Art. 95(2)(b), G7 Code G7 Action 5, G7 Action 3, G7 Action 1, G7 Action 2, G7 Action 4, G7 Action 11, G7 Action 7, GAO AI Accountability 1.2, 1.1, 1.3, 2.1, 2.2, 2.4, 2.5, 1.9, 3.5, 1.7, 3.7, 3.2, 4.1, 4.2, 2.8, 1.4, 1.8, GB/T 45654 GB/T 45654 Corpus security, GB/T 45654 Content labelling, GB/T 45654 Security assessment, GDPR Art. 5(2), Art. 5(1)(c), Art. 25, Art. 9, Arts. 13–14, Art. 30, Art. 32, Arts. 33–34, Art. 5, Art. 6, Art. 35, Art. 15(1)(h), Art. 13(2)(f), Art. 22(3), Art. 39(1)(b), Art. 42, GPAI Code Safety C8, Copyright 1.1–1.5, Transparency 1.1, Transparency 1.2, Safety 3.2, Safety C6, Safety C9, Safety 3.5, Safety C1, Safety C7, Copyright 1.1, Copyright 1.2, Copyright 1.3, Copyright 1.4, Copyright 1.5, ISO 42001 5.1, 5.2, 5.3, A.2, A.3, 9.3, 7.2, 9.2, 10.1, A.7, A.7.3, A.4, 7.5, A.6, A.8, 9.1, 10.2, A.8.2, 7.3, ISO 42006 ISO/IEC 42006, Korea AI Act Art. 36, Art. 31, Art. 34(1)(2), Art. 32(1), Art. 33, Art. 32, NIST AI RMF GOVERN 1, GOVERN 2, GOVERN 4, GOVERN 5, MAP 2, MEASURE 2.10, MEASURE 2.11, MAP 1, MEASURE 2.8, MAP 1.6, MEASURE 2.9, MEASURE 2, MEASURE 2.7, MEASURE 2.1, MEASURE 1, MANAGE 4, MANAGE 4.3, MANAGE 2.4, GOVERN 4.3, GOVERN 2.2, MAP 3.4, MEASURE 1.3, GOVERN 6.1, MAP 4.1, MEASURE 2.12, OECD AI Principles OECD 1.5, OECD 1.3, OECD 1.4, OECD 1.2, OECD 1.1, OWASP LLM LLM05:2026, LLM01:2026, LLM02:2026, LLM07:2026, Singapore Agentic Agentic 2.2.1, Agentic 2.3.2, Agentic 2.3.3, Agentic 2.4, TC260 Framework 3.0 TC260 4, TC260 5.3.12, TC260 2.1.3, TC260 5.1, TC260 3, TC260 App. 2 II.6, TC260 5.3.14, TC260 5.3.7, TC260 5.3.18, UK ATRS ATRS 2.1, ATRS 2.4.3, ATRS Tier 1, ATRS 2.2, ATRS 2.3.5, ATRS 2.3.4, UK DUAA UK GDPR Art. 22B, UK GDPR Art. 22C, EN 18286 EN 18286, OWASP Agentic ASI05Singapore GenAI
What this obligation connects to Solid edges are direct relations, dashed ones looser (a case that cites the same article, a framework whose clauses only touch the topic); patterns and controls take the colour of their stack layer. Select a node to open it; the lists below give every relation in full.
Data table: every relation
Relations of AIGE-OBL-SG-GENAI
FamilyItemRelation
Same crosswalk topicAI Verify 9.1.1, 9.5.2, 8.1.1, 8.2.1, 1.1.6, 1.7.2, 1.1.1, 4.1.1, 6.1.1, 5.2.1, 5.9.1, 9.5.4, 1.5.1, 1.6.1, 5.11.1, 8.3.1, 8.3.2, 1.4.1, 2.2.1, 1.1.4, 9.5.3, 5.1.1, 8.4.1, 4.8.1, 8.5.1, 4.9.1, 4.9.2, 1.1.3, 11.1.1Core clause
Same crosswalk topicCSA AICM GRC-01, GRC-06, DSP-20, DSP-21, MDS-03, MDS-04, MDS-06, MDS-07, AIS-05, SEF-07, SEF-08, DSP-08, DSP-22, GRC-13, GRC-14, HRS-14, HRS-11, A&A-02, A&A-04, MDS-12, MDS-09Core clause
Same crosswalk topicChina AI Labelling Label Art. 4, Label Art. 5Core clause
Same crosswalk topicChina Algo. Rec. AlgoRec Art. 7, AlgoRec Art. 16, AlgoRec Art. 17Core clause
Same crosswalk topicChina Deep Synthesis DeepSyn Art. 7, DeepSyn Art. 14, DeepSyn Art. 16, DeepSyn Art. 17, DeepSyn Art. 15, DeepSyn Art. 20Core clause
Same crosswalk topicChina GenAI Measures GenAI Art. 9, GenAI Art. 7, GenAI Art. 8, GenAI Art. 11, GenAI Art. 12, GenAI Art. 19, GenAI Art. 17, GenAI Art. 14, GenAI Art. 15, GenAI Art. 7(3), GenAI Art. 10, GenAI Art. 7(2), GenAI Art. 4(3)Core clause
Same crosswalk topicCoE Convention CoE Art. 9, CoE Art. 14(2), CoE Art. 15(2), CoE Art. 16(2)(g), CoE Art. 11Core clause
Same crosswalk topicEU AI Act Art. 17, Art. 4, Art. 87, Art. 10, Art. 10(2)(f)–(g), Art. 4a, Art. 53, Art. 53(1)(c), Art. 5(1)(e), Art. 11, Art. 13, Art. 50, Art. 86, Art. 18, Art. 43, Art. 53(1)(d), Art. 50(2), 50(4), Art. 15, Art. 55, Art. 60, Art. 15(3), Art. 9, Art. 42(3), Art. 72, Art. 73, Art. 26(5), Art. 3(49), Art. 20, Art. 59, Art. 13(3)(b)(iv)–(v), Art. 26(2), Art. 95(2)(c), Art. 47, Art. 48, Art. 40, Art. 51, Art. 56, Art. 50(2), Art. 50(4), Art. 3(60), Annex XI 1(2)(e), Art. 40(2), Art. 95(2)(b)Core clause
Same crosswalk topicG7 Code G7 Action 5, G7 Action 3, G7 Action 1, G7 Action 2, G7 Action 4, G7 Action 11, G7 Action 7Core clause
Same crosswalk topicGAO AI Accountability 1.2, 1.1, 1.3, 2.1, 2.2, 2.4, 2.5, 1.9, 3.5, 1.7, 3.7, 3.2, 4.1, 4.2, 2.8, 1.4, 1.8Core clause
Same crosswalk topicGB/T 45654 GB/T 45654 Corpus security, GB/T 45654 Content labelling, GB/T 45654 Security assessmentCore clause
Same crosswalk topicGDPR Art. 5(2), Art. 5(1)(c), Art. 25, Art. 9, Arts. 13–14, Art. 30, Art. 32, Arts. 33–34, Art. 5, Art. 6, Art. 35, Art. 15(1)(h), Art. 13(2)(f), Art. 22(3), Art. 39(1)(b), Art. 42Core clause
Same crosswalk topicGPAI Code Safety C8, Copyright 1.1–1.5, Transparency 1.1, Transparency 1.2, Safety 3.2, Safety C6, Safety C9, Safety 3.5, Safety C1, Safety C7, Copyright 1.1, Copyright 1.2, Copyright 1.3, Copyright 1.4, Copyright 1.5Core clause
Same crosswalk topicISO 42001 5.1, 5.2, 5.3, A.2, A.3, 9.3, 7.2, 9.2, 10.1, A.7, A.7.3, A.4, 7.5, A.6, A.8, 9.1, 10.2, A.8.2, 7.3Core clause
Same crosswalk topicISO 42006 ISO/IEC 42006Core clause
Same crosswalk topicKorea AI Act Art. 36, Art. 31, Art. 34(1)(2), Art. 32(1), Art. 33, Art. 32Core clause
Same crosswalk topicNIST AI RMF GOVERN 1, GOVERN 2, GOVERN 4, GOVERN 5, MAP 2, MEASURE 2.10, MEASURE 2.11, MAP 1, MEASURE 2.8, MAP 1.6, MEASURE 2.9, MEASURE 2, MEASURE 2.7, MEASURE 2.1, MEASURE 1, MANAGE 4, MANAGE 4.3, MANAGE 2.4, GOVERN 4.3, GOVERN 2.2, MAP 3.4, MEASURE 1.3, GOVERN 6.1, MAP 4.1, MEASURE 2.12Core clause
Same crosswalk topicOECD AI Principles OECD 1.5, OECD 1.3, OECD 1.4, OECD 1.2, OECD 1.1Core clause
Same crosswalk topicOWASP LLM LLM05:2026, LLM01:2026, LLM02:2026, LLM07:2026Core clause
Same crosswalk topicSingapore Agentic Agentic 2.2.1, Agentic 2.3.2, Agentic 2.3.3, Agentic 2.4Core clause
Same crosswalk topicTC260 Framework 3.0 TC260 4, TC260 5.3.12, TC260 2.1.3, TC260 5.1, TC260 3, TC260 App. 2 II.6, TC260 5.3.14, TC260 5.3.7, TC260 5.3.18Core clause
Same crosswalk topicUK ATRS ATRS 2.1, ATRS 2.4.3, ATRS Tier 1, ATRS 2.2, ATRS 2.3.5, ATRS 2.3.4Core clause
Same crosswalk topicUK DUAA UK GDPR Art. 22B, UK GDPR Art. 22CCore clause
Same crosswalk topicEN 18286 EN 18286Related clause
Same crosswalk topicOWASP Agentic ASI05Related clause

Patterns that build it

No pattern in the catalogue names this clause on its "Maps to" line yet; the artefact above is the engineering answer.

The same topic in other frameworks

From the topic crosswalk: the clauses filed under the same topics as this one. Mappings are illustrative, not a claim of conformity.

Governance and accountability

Data governance

Documentation and transparency

Robustness, security and evaluations

Incident response and monitoring

Privacy and data protection

Explainability and right to explanation

AI literacy and competence

Source

Chapter 08, section Other jurisdictions, checked against its sources on the review date above.

Machine-readable

Cite this obligation

García Aibar, J. (2026). Singapore IMDA Model AI Governance Framework for Generative AI (voluntary) (AIGE-OBL-SG-GENAI). In AI Governance Engineering: The Thesis & Body of Knowledge (v0.5.0). https://doi.org/10.5281/zenodo.22956197. https://aigovernanceengineer.com/obligations/aige-obl-sg-genai. CC BY 4.0

BibTeX

@misc{aige2026obligation,
  author       = {Jorge García Aibar},
  title        = {{Singapore IMDA Model AI Governance Framework for Generative AI (voluntary) (AIGE-OBL-SG-GENAI)}},
  howpublished = {In AI Governance Engineering: The Thesis \& Body of Knowledge},
  year         = {2026},
  version      = {0.5.0},
  doi          = {10.5281/zenodo.22956197},
  url          = {https://aigovernanceengineer.com/obligations/aige-obl-sg-genai},
  note         = {Version 0.5.0}
}