AI Governance Engineer
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AI governance

By Updated

The set of rules, roles, controls and evidence that keeps AI systems within the limits an organisation or a state has chosen. It decides which systems may run and what they may do, and draws on law such as the AI Act 1, management-system standards 2, risk frameworks 3 and principle sets 4.

Developed in
What is AI governance?
ch. 12, The organisation as an object of governance
Chapters
ch. 01, Definition · ch. 12, Governance Program · ch. 22, Principles & Standards
Contrast with
AI governance engineering
Source
4 numbered references, listed below

Where it is used

20 chapters of the Body of Knowledge use the term. Each link opens the first section that does.

AI governance: mentions per chapter122 mentions of the term across 20 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterOther chapter00 Preface: 9 mentions00 Preface901 Definition: 13 mentions01 Definition1302 Why Now: 13 mentions02 Why Now1303 Values & Principles: 3 mentions03 Values & Principles304 The Stack: 6 mentions04 The Stack605 Patterns: 3 mentions05 Patterns306 The Role: 18 mentions06 The Role1807 Maturity Model: 3 mentions07 Maturity Model308 Regulatory Map: 4 mentions08 Regulatory Map410 Reading List: 12 mentions10 Reading List1211 AI Defined: 1 mention11 AI Defined112 Governance Program: 10 mentions12 Governance Program1014 Development: 4 mentions14 Development415 Deployment: 5 mentions15 Deployment516 Fairness & XAI: 1 mention16 Fairness & XAI117 Incidents: 4 mentions17 Incidents419 Privacy & AI: 1 mention19 Privacy & AI121 AI Laws Worldwide: 6 mentions21 AI Laws Worldwide622 Principles & Standards: 2 mentions22 Principles & Standards223 AI Agents: 4 mentions23 AI Agents4No mentions in the other 3 chaptersSource: the Body of Knowledgev0.5.0
AI governance: mentions per chapter122 mentions of the term across 20 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterOther chapter00 Preface: 9 mentions90001 Definition: 13 mentions130102 Why Now: 13 mentions130203 Values & Principles: 3 mentions30304 The Stack: 6 mentions60405 Patterns: 3 mentions30506 The Role: 18 mentions180607 Maturity Model: 3 mentions30708 Regulatory Map: 4 mentions40810 Reading List: 12 mentions121011 AI Defined: 1 mention11112 Governance Program: 10 mentions10121314 Development: 4 mentions41415 Deployment: 5 mentions51516 Fairness & XAI: 1 mention11617 Incidents: 4 mentions4171819 Privacy & AI: 1 mention1192021 AI Laws Worldwide: 6 mentions62122 Principles & Standards: 2 mentions22223 AI Agents: 4 mentions423Source: the Body of Knowledge v0.5.0
Mentions per chapter How often each chapter names the term, with the chapters the glossary cross-references drawn solid. The longest bar is where to read the term in use; bars spread across many chapters mark a term that runs through the discipline.
Mentions as a table
Mentions of AI governance per chapter
ChapterMentionsCross-referenced
00 Preface9No
01 Definition13Yes
02 Why Now13No
03 Values & Principles3No
04 The Stack6No
05 Patterns3No
06 The Role18No
07 Maturity Model3No
08 Regulatory Map4No
10 Reading List12No
11 AI Defined1No
12 Governance Program10Yes
13 Risk Management0No
14 Development4No
15 Deployment5No
16 Fairness & XAI1No
17 Incidents4No
18 EU AI Act0No
19 Privacy & AI1No
20 Existing Law0No
21 AI Laws Worldwide6No
22 Principles & Standards2Yes
23 AI Agents4No

Patterns that use this term

33 pattern pages use the term; the 10 that use it most:

AI governance: related terms and patternsThe term at the centre; related terms on solid edges, the terms it is contrasted with on dashed edges, and the patterns that use it most in the colour of their layer.RelatedContrastColour: stack layer of the pattern01 Govern-as-Code02 Inventory03 EvalsAI governanceRelated terms (4)AI Act (EU) · RelatedAI Act (EU)AI governance engineer · RelatedAI governance engineerAI system · RelatedAI systemMaturity floor · RelatedMaturity floorContrast with (1)AI governance engineering · ContrastAI governance engineeringPatterns using it most (6)AIBOM, 1 mention · Uses the termAIBOMAdversarial Red-Team Suite, 1 mention · Uses the termAdversarial Red-Team SuiteAgent Registry, 1 mention · Uses the termAgent RegistryEval Gate in CI, 1 mention · Uses the termEval Gate in CIPolicy Card, 1 mention · Uses the termPolicy CardUse-Case Intake & Risk Tiering, 2 mentions · Uses the termUse-Case Intake & Risk Tiering
AI governance: related terms and patternsThe term at the centre; related terms on solid edges, the terms it is contrasted with on dashed edges, and the patterns that use it most in the colour of their layer.RelatedContrastColour: stack layer of the pattern01 Govern-as-Code02 Inventory03 EvalsRelated terms (4)AI Act (EU) · RelatedAI Act (EU)AI governance engineer · RelatedAI governance engineerAI system · RelatedAI systemMaturity floor · RelatedMaturity floorContrast with (1)AI governance engineering · ContrastAI governance engineeringPatterns using it most (6)AIBOM, 1 mention · Uses the termAIBOMAdversarial Red-Team Suite, 1 mention · Uses the termAdversarial Red-Team SuiteAgent Registry, 1 mention · Uses the termAgent RegistryEval Gate in CI, 1 mention · Uses the termEval Gate in CIPolicy Card, 1 mention · Uses the termPolicy CardUse-Case Intake & Risk Tiering, 2 mentions · Uses the termUse-Case Intake & Risk TieringAI governance
The term's neighbourhood Terms related to this one on solid edges, terms it is often confused with on dashed edges, and the patterns that use it most in the colour of their layer. Follow a dashed edge to check the distinction before you use either term.
Neighbourhood as a table
Neighbourhood of AI governance
FamilyItemRelation
Related termsAI Act (EU)Related
Related termsAI governance engineerRelated
Related termsAI systemRelated
Related termsMaturity floorRelated
Contrast withAI governance engineeringContrast
Patterns using it mostAIBOM, 1 mentionUses the term
Patterns using it mostAdversarial Red-Team Suite, 1 mentionUses the term
Patterns using it mostAgent Registry, 1 mentionUses the term
Patterns using it mostEval Gate in CI, 1 mentionUses the term
Patterns using it mostPolicy Card, 1 mentionUses the term
Patterns using it mostUse-Case Intake & Risk Tiering, 2 mentionsUses the term
  • AI governance engineer

    The person who holds the capability of AI governance engineering and is accountable for the three questions in production; a capability and a role, not…

  • Maturity floor

    The single overall maturity level of an AI governance function: the level of its weakest stack layer.

  • AI Act (EU)

    Regulation (EU) 2024/1689, the EU's horizontal, risk-tiered law for AI, amended by the Digital Omnibus.

  • AI system

    For governance, the object the AI definition brings into scope.

Sources

  1. [1] Regulation (EU) 2024/1689 (AI Act), consolidated text as amended by Regulation (EU) 2026/1744 (Digital Omnibus on AI, in force 27 Jul 2026; definitions in Art. 3, incl. 3(1), 3(3) to 3(14), 3(14b), 3(20), 3(22), 3(23), 3(29) to 3(32), 3(49), 3(55) to 3(57), 3(60), 3(61), 3(63), 3(68); Arts. 4, 5, 6 (incl. 6(3) third subparagraph, profiling), 9, 10, 11, 13, 14, 15, 17, 22 to 27 (incl. 26(11)), 40, 41, 43, 47, 48, 50, 53 (incl. 53(1)(c)), 55, 57, 60, 72, 73, 86; Annexes I, III, IV). Publications Office of the EU (EUR-Lex). 2026-07-27. https://eur-lex.europa.eu/eli/reg/2024/1689/2026-07-27/eng (verified: primary)
  2. [2] ISO/IEC 42001:2023, AI management systems (referenced by identifier only; requirements for an AI management system; clause 10.2 nonconformity and corrective action). ISO/IEC. 2023. https://www.iso.org/standard/81230.html (verified: secondary)
  3. [3] Artificial Intelligence Risk Management Framework (AI RMF 1.0), NIST AI 100-1 (risk tolerance and residual risk; seven trustworthy characteristics; transparency answers "what happened", explainability "how", interpretability "why"; MAP 1.1 intended purposes; MANAGE 1.1 go/no-go determination; profiles). NIST. 2023-01-26. https://doi.org/10.6028/NIST.AI.100-1 (verified: primary)
  4. [4] Recommendation of the Council on Artificial Intelligence, OECD/LEGAL/0449 (adopted 22 May 2019; AI-system definition revised 8 Nov 2023; revised 3 May 2024; five principles and five recommendations; 1.3 enables people adversely affected to challenge an output; definitions of AI system, lifecycle and AI actors). OECD. 2024-05-03. https://legalinstruments.oecd.org/en/instruments/OECD-LEGAL-0449 (verified: primary)

Definitions of legal terms paraphrase the cited text, which governs. Dated statements are as of .

Cite this term

García Aibar, J. (2026). AI governance. In AI Governance Engineering: The Thesis & Body of Knowledge (v0.5.0), Glossary. https://doi.org/10.5281/zenodo.22956197. https://aigovernanceengineer.com/glossary/ai-governance. CC BY 4.0

BibTeX

@misc{aige2026aigovernance,
  author  = {Jorge García Aibar},
  title   = {{AI governance}},
  note    = {Glossary, AI Governance Engineering: The Thesis \& Body of Knowledge, version 0.5.0},
  year    = {2026},
  doi     = {10.5281/zenodo.22956197},
  url     = {https://aigovernanceengineer.com/glossary/ai-governance}
}