Test rollback against retained claims data: Which missing | AIGP
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Test rollback against retained claims data: Which missing control is most direct?

AIGP Understanding How to Govern AI Development Medium

The missing control is a rollback test using retained data, because recoverability depends on version and data compatibility.

The question

An insurer is preparing to deploy a claims-triage model. Monitoring, testing, documented risk treatment, human oversight, and supplier controls are complete. The rollback plan exists, but retained claims data may have been transformed by the new version. Which missing control is most direct?

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  1. Test rollback against retained claims data. ✓
    A rollback test using retained data directly verifies compatibility, preserving recoverability when versions transform or store information differently.
  2. Document the rollback decision authority.
    Decision authority supports governance, but does not establish whether prior software can correctly interpret data produced by the newer version.
  3. Increase post-deployment accuracy monitoring frequency.
    More frequent monitoring may detect problems, but it does not demonstrate that rollback software can process already-transformed claims data.
  4. Obtain the supplier’s general reliability statement.
    A general reliability statement has limited scope and cannot establish compatibility for this insurer’s versions, transformations, and retained records.
The trap
For rollback questions, look for evidence that the prior version can safely use current data.

How to remember it

The missing control is a rollback test using retained data, because recoverability depends on version and data compatibility.

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