Dataset admission gate

A pipeline control that lets a training job read only datasets whose admission record is complete and signed by the data owner: lawful basis or licence, reservation checks, quality results, provenance, permitted uses and retention. It evidences the data-governance practices of AI Act Article 10 1.

Developed in
ch. 14, Owners, stewards and the admission gate
ch. 05, Pattern: Dataset Admission Gate
Chapters
ch. 05, Patterns · ch. 14, Development
Source
1 numbered reference, listed below

Where it is used

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

Dataset admission gate: mentions per chapter6 mentions of the term across 4 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterOther chapter04 The Stack: 1 mention04 The Stack105 Patterns: 1 mention05 Patterns114 Development: 3 mentions14 Development319 Privacy & AI: 1 mention19 Privacy & AI1No mentions in the other 19 chaptersSource: the Body of Knowledgev0.5.0
Dataset admission gate: mentions per chapter6 mentions of the term across 4 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterOther chapter0001020304 The Stack: 1 mention10405 Patterns: 1 mention1050607081011121314 Development: 3 mentions3141516171819 Privacy & AI: 1 mention11920212223Source: 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 Dataset admission gate per chapter
ChapterMentionsCross-referenced
00 Preface0No
01 Definition0No
02 Why Now0No
03 Values & Principles0No
04 The Stack1No
05 Patterns1Yes
06 The Role0No
07 Maturity Model0No
08 Regulatory Map0No
10 Reading List0No
11 AI Defined0No
12 Governance Program0No
13 Risk Management0No
14 Development3Yes
15 Deployment0No
16 Fairness & XAI0No
17 Incidents0No
18 EU AI Act0No
19 Privacy & AI1No
20 Existing Law0No
21 AI Laws Worldwide0No
22 Principles & Standards0No
23 AI Agents0No

Patterns that use this term

5 pattern pages use the term, most mentions first.

Dataset admission gate: 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.RelatedColour: stack layer of the pattern01 Govern-as-Code02 Inventory03 EvalsDataset admission gateRelated terms (2)AI Act (EU) · RelatedAI Act (EU)Lawful basis · RelatedLawful basisPatterns using it (5)AI Threat Model, 1 mention · Uses the termAI Threat ModelDataset Admission Gate, 2 mentions · Uses the termDataset Admission GateFairness Eval Suite, 1 mention · Uses the termFairness Eval SuiteTraining-Data Rights Ledger, 3 mentions · Uses the termTraining-Data Rights LedgerUse-Case Intake & Risk Tiering, 1 mention · Uses the termUse-Case Intake & Risk Tiering
Dataset admission gate: 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.RelatedColour: stack layer of the pattern01 Govern-as-Code02 Inventory03 EvalsRelated terms (2)AI Act (EU) · RelatedAI Act (EU)Lawful basis · RelatedLawful basisPatterns using it (5)AI Threat Model, 1 mention · Uses the termAI Threat ModelDataset Admission Gate, 2 mentions · Uses the termDataset Admission GateFairness Eval Suite, 1 mention · Uses the termFairness Eval SuiteTraining-Data Rights Ledger, 3 mentions · Uses the termTraining-Data Rights LedgerUse-Case Intake & Risk Tiering, 1 mention · Uses the termUse-Case Intake & Risk TieringDatasetadmission gate
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 Dataset admission gate
FamilyItemRelation
Related termsAI Act (EU)Related
Related termsLawful basisRelated
Patterns using itAI Threat Model, 1 mentionUses the term
Patterns using itDataset Admission Gate, 2 mentionsUses the term
Patterns using itFairness Eval Suite, 1 mentionUses the term
Patterns using itTraining-Data Rights Ledger, 3 mentionsUses the term
Patterns using itUse-Case Intake & Risk Tiering, 1 mentionUses the term

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)

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

Cite this term

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

BibTeX

@misc{aige2026datasetadmissiongate,
  author  = {Jorge García Aibar},
  title   = {{Dataset admission gate}},
  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/dataset-admission-gate}
}