AI Governance Engineer
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AI governance engineering

By Updated

The application of engineering practice (systems thinking, product thinking and code) to the governance of AI systems; measured by realised risk reduction and audit-ready evidence.

Developed in
ch. 01, The definition
Chapters
ch. 01, Definition
Contrast with
Trustworthy AI
Source
Defined by this Body of Knowledge: the section it is developed in is the source

Where it is used

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

AI governance engineering: mentions per chapter33 mentions of the term across 13 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterOther chapter00 Preface: 4 mentions00 Preface401 Definition: 9 mentions01 Definition902 Why Now: 3 mentions02 Why Now303 Values & Principles: 2 mentions03 Values & Principles204 The Stack: 2 mentions04 The Stack205 Patterns: 2 mentions05 Patterns206 The Role: 4 mentions06 The Role407 Maturity Model: 1 mention07 Maturity Model114 Development: 2 mentions14 Development215 Deployment: 1 mention15 Deployment116 Fairness & XAI: 1 mention16 Fairness & XAI117 Incidents: 1 mention17 Incidents123 AI Agents: 1 mention23 AI Agents1No mentions in the other 10 chaptersSource: the Body of Knowledgev0.5.0
AI governance engineering: mentions per chapter33 mentions of the term across 13 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterOther chapter00 Preface: 4 mentions40001 Definition: 9 mentions90102 Why Now: 3 mentions30203 Values & Principles: 2 mentions20304 The Stack: 2 mentions20405 Patterns: 2 mentions20506 The Role: 4 mentions40607 Maturity Model: 1 mention107081011121314 Development: 2 mentions21415 Deployment: 1 mention11516 Fairness & XAI: 1 mention11617 Incidents: 1 mention117181920212223 AI Agents: 1 mention123Source: 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 engineering per chapter
ChapterMentionsCross-referenced
00 Preface4No
01 Definition9Yes
02 Why Now3No
03 Values & Principles2No
04 The Stack2No
05 Patterns2No
06 The Role4No
07 Maturity Model1No
08 Regulatory Map0No
10 Reading List0No
11 AI Defined0No
12 Governance Program0No
13 Risk Management0No
14 Development2No
15 Deployment1No
16 Fairness & XAI1No
17 Incidents1No
18 EU AI Act0No
19 Privacy & AI0No
20 Existing Law0No
21 AI Laws Worldwide0No
22 Principles & Standards0No
23 AI Agents1No
AI governance engineering: 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.RelatedContrastAI governance engineeringRelated terms (4)AI governance engineer · RelatedAI governance engineerAI system · RelatedAI systemAudit-ready evidence · RelatedAudit-ready evidenceRealised risk reduction · RelatedRealised risk reductionContrast with (1)Trustworthy AI · ContrastTrustworthy AI
AI governance engineering: 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.RelatedContrastRelated terms (4)AI governance engineer · RelatedAI governance engineerAI system · RelatedAI systemAudit-ready evidence · RelatedAudit-ready evidenceRealised risk reduction · RelatedRealised risk reductionContrast with (1)Trustworthy AI · ContrastTrustworthy AIAI governanceengineering
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 engineering
FamilyItemRelation
Related termsAI governance engineerRelated
Related termsAI systemRelated
Related termsAudit-ready evidenceRelated
Related termsRealised risk reductionRelated
Contrast withTrustworthy AIContrast
  • Realised risk reduction

    The measured drop in a named failure mode's rate or blast radius in production; one of the two tests of the discipline, against framework coverage.

  • 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…

  • Audit-ready evidence

    Evidence emitted as a by-product of the build in a form an auditor can read directly (machine-readable, signed, timestamped), so the audit is a query, not a…

  • AI system

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

Sources

No external source: the term is coined or used in a specific sense by this Body of Knowledge, and the section linked under "Developed in" is its source.

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

Cite this term

García Aibar, J. (2026). AI governance engineering. 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-engineering. CC BY 4.0

BibTeX

@misc{aige2026aigovernanceengineering,
  author  = {Jorge García Aibar},
  title   = {{AI governance engineering}},
  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-engineering}
}