AI evaluation and release readiness: Governance and acceptance evidence pack

Gate AI workflow releases from register entry to quarterly review, with mandatory criteria on task success, severe misses, regression, grading, and rollback.

Asset IDSTX-A0268

CategoryGovernance and Workspace Reports

TierRead and Download

Prepared byStratenity Advisory Team

Executive summary

A method for deciding, on evidence, whether an AI workflow may be released and stay in use.

What is inside

What the evidence pack covers

The asset walks a gate owner through the gate structure, criteria, the control evidence register, exceptions, the review, and the acceptance record. It includes a gate checklist, a control evidence register, and an acceptance record template, with a worked synthetic case.

The gates AI workflows pass
Acceptance criteria by tier
Mandatory criteria for task success, severe misses, regression, grading, rollback, and sign-off
The evidence each gate needs and who produces it

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Stratenity Advisory Team. (2026). AI evaluation and release readiness: Governance and acceptance evidence pack. Stratenity Library. https://www.stratenity.com/resources/library/governance-workspace-reports/ai-evaluation-and-release-readiness-governance-and-acceptance-evidence-pack

Stratenity Advisory Team. "AI evaluation and release readiness: Governance and acceptance evidence pack." Stratenity Library, 2026, www.stratenity.com/resources/library/governance-workspace-reports/ai-evaluation-and-release-readiness-governance-and-acceptance-evidence-pack.

Stratenity Advisory Team. "AI evaluation and release readiness: Governance and acceptance evidence pack." Stratenity Library, 2026. https://www.stratenity.com/resources/library/governance-workspace-reports/ai-evaluation-and-release-readiness-governance-and-acceptance-evidence-pack.

Stratenity Advisory Team (2026) AI evaluation and release readiness: Governance and acceptance evidence pack. Stratenity Library. Available at: https://www.stratenity.com/resources/library/governance-workspace-reports/ai-evaluation-and-release-readiness-governance-and-acceptance-evidence-pack (Accessed: the date of access).

@misc{stratenity_stxa0268, author = {{Stratenity Advisory Team}}, title = {AI evaluation and release readiness: Governance and acceptance evidence pack}, year = {2026}, publisher = {Stratenity Library}, howpublished = {\url{https://www.stratenity.com/resources/library/governance-workspace-reports/ai-evaluation-and-release-readiness-governance-and-acceptance-evidence-pack}}, note = {Asset ID STX-A0268} }

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AI evaluation and release readiness: Governance and acceptance evidence pack

What the evidence pack covers

This is a taste. The full library goes deeper.

Stratenity is the AI Operating System for Strategic Execution™.

Stratenity is the AI Operating System for Strategic Execution^™.