Evals as evidence

The principle that the eval run is the assurance evidence: a failing eval blocks the build and its structured result is stored as proof the control fired.

Developed in
ch. 03, 2. Evals fail builds; reviews only recommend
Chapters
ch. 03, Values & Principles · ch. 04, The Stack
In the open reference
Evaluation environment control profile
Source
Defined by this Body of Knowledge: the section it is developed in is the source

Where it is used

One chapter of the Body of Knowledge uses the term. Each link opens the first section that does.

Evals as evidence: mentions per chapter1 mention of the term across 1 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterCross-referenced, not named03 Values & Principles004 The Stack: 1 mention04 The Stack1No mentions in the other 21 chaptersSource: the Body of Knowledgev0.5.0
Evals as evidence: mentions per chapter1 mention of the term across 1 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterCross-referenced, not named0001020304 The Stack: 1 mention104050607081011121314151617181920212223Source: 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 Evals as evidence per chapter
ChapterMentionsCross-referenced
00 Preface0No
01 Definition0No
02 Why Now0No
03 Values & Principles0Yes
04 The Stack1Yes
05 Patterns0No
06 The Role0No
07 Maturity Model0No
08 Regulatory Map0No
10 Reading List0No
11 AI Defined0No
12 Governance Program0No
13 Risk Management0No
14 Development0No
15 Deployment0No
16 Fairness & XAI0No
17 Incidents0No
18 EU AI Act0No
19 Privacy & AI0No
20 Existing Law0No
21 AI Laws Worldwide0No
22 Principles & Standards0No
23 AI Agents0No

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). Evals as evidence. In AI Governance Engineering: The Thesis & Body of Knowledge (v0.5.0), Glossary. https://doi.org/10.5281/zenodo.22956197. https://aigovernanceengineer.com/glossary/evals-as-evidence. CC BY 4.0

BibTeX

@misc{aige2026evalsasevidence,
  author  = {Jorge García Aibar},
  title   = {{Evals as evidence}},
  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/evals-as-evidence}
}