Revalidate the changed version in the intended workflow | AIGP
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Revalidate the changed version in the intended workflow: What should the deployer do before relying on the new

AIGP Understanding How to Govern AI Development Easy

A changed model version must be revalidated in its intended workflow; supplier benchmarks or warranties have limited scope.

The question

A financial-document processor is upgraded from vendor version 3.1 to 3.2. The vendor reports higher benchmark accuracy, but the upgrade changes extraction logic used for scanned forms. What should the deployer do before relying on the new version?

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  1. Revalidate the changed version in the intended workflow. ✓
    A changed model version requires contextual evaluation against representative documents, acceptance criteria, and relevant uncertainties before reliance.
  2. Accept the vendor benchmark as sufficient evidence.
    A benchmark has scope and may not represent the deployer’s scanned forms, workflow, or changed extraction behavior.
  3. Require the supplier to provide a warranty for unchanged performance.
    A warranty may inform risk allocation, but it does not replace independent evidence for the actual financial-document use case.
  4. Repeat only the prior version’s overall accuracy check.
    Overall accuracy alone may miss changed subgroup, robustness, privacy, or document-condition risks introduced by the update.
The trap
Treat model-version changes as new evidence questions, especially when processing logic changes.

How to remember it

A changed model version must be revalidated in its intended workflow; supplier benchmarks or warranties have limited scope.

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