Use interim proxy checks: Which monitoring approach best | AIGP
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Use interim proxy checks: Which monitoring approach best addresses both constraints?

AIGP Understanding How to Govern AI Deployment and Use Hard

Use timely proxy monitoring for the changed retrieval component, then confirm results when delayed labels become available.

The question

A medical administrator uses generative AI only to sort incoming records, not provide clinical advice. Ground-truth labels arrive six weeks late, and the vendor recently changed retrieval components. Existing logs and human review continue. Which monitoring approach best addresses both constraints?

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  1. Compare current outputs with historical labels only.
    Historical labels may support delayed evaluation, but cannot detect retrieval-specific failures promptly after the vendor change.
  2. Use interim proxy checks, then validate against delayed labels. ✓
    Proxy checks provide timely signals, while later labels test whether those signals correspond to actual sorting quality.
  3. Wait for labels before reviewing the changed retrieval behavior.
    Waiting leaves a changed component insufficiently monitored during six weeks when errors or impacts may accumulate.
  4. Track operator complaints until labels arrive.
    Complaints provide useful signals, but alone cannot evaluate retrieval changes or quantify delayed sorting performance.
The trap
When objective labels lag, use qualified interim measures, but schedule later validation against actual outcomes.

How to remember it

Use timely proxy monitoring for the changed retrieval component, then confirm results when delayed labels become available.

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