Revalidate the changed model: Which release action is most | AIGP
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Revalidate the changed model: Which release action is most defensible?

AIGP Understanding How to Govern AI Development Hard

A changed version requires contextual revalidation against the organization’s administrative accuracy and privacy requirements.

The question

A hospital administration system receives a vendor model update that changes document-extraction behavior. The organization must preserve administrative accuracy and privacy, and clinical advice is outside scope. Which release action is most defensible?

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  1. Compare only aggregate extraction accuracy with the prior version.
    Aggregate accuracy alone may miss privacy issues and subgroup or document-condition failures relevant to administrative use.
  2. Run a clinical safety review despite the excluded use case.
    Clinical review is outside scope here and does not substitute for validating administrative accuracy and privacy after the update.
  3. Revalidate the changed model. ✓
    Revalidation tests whether the changed version still meets administrative accuracy and privacy expectations before release.
  4. Accept the update because the vendor version changed only internally.
    Internal vendor changes can alter behavior, so unchanged branding or implementation details do not establish continued suitability.
The trap
Treat changed model versions as changed system evidence cases; retest the requirements relevant to the deployment context.

How to remember it

A changed version requires contextual revalidation against the organization’s administrative accuracy and privacy requirements.

How many of these would you get right?

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