Test release criteria across representative applicant | AIGP
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Test release criteria across representative applicant: What control is missing?

AIGP Understanding How to Govern AI Development Medium

The missing control is documented pre-release testing against acceptance criteria across representative subgroups.

The question

A housing-application model is ready for release. Governance has already documented intended use, ownership, privacy and security controls, representative data, human escalation, and supplier responsibilities. The remaining gap is evidence that results meet the approved acceptance criteria across applicant subgroups. What control is missing?

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  1. Test release criteria across representative applicant subgroups ✓
    Documented contextual testing directly supplies the missing evidence that the system meets its approved criteria before deployment.
  2. Hold another broad risk workshop covering governance, privacy, security, and fairness
    A workshop may identify concerns, but the stated gap is empirical performance evidence against defined criteria.
  3. Add a supplier warranty for accuracy
    A warranty allocates contractual responsibility but does not produce application-specific evidence against acceptance criteria or subgroup performance.
  4. Increase post-release complaint monitoring and monthly outcome reviews
    Post-release monitoring is useful but cannot replace evidence required before release.
The trap
Match the control to the stated evidence gap; do not substitute workshops, warranties, or post-release monitoring.

How to remember it

The missing control is documented pre-release testing against acceptance criteria across representative subgroups.

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