Use interim proxies for triage: Under the organization’s | AIGP
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Use interim proxies for triage: Under the organization’s monitoring procedure, which design supports timely

AIGP Understanding How to Govern AI Deployment and Use Hard

Use provisional signals for timely detection, then confirm performance and refine controls when reliable labels arrive.

The question

A financial-document processor receives reliable labels 45 days after processing. Input patterns shift immediately, and a small error sample is nonrepresentative. Under the organization’s monitoring procedure, which design supports timely control and later confirmation?

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  1. Wait for complete labels before monitoring.
    Waiting leaves possible emerging errors unaddressed during the 45-day delay and ignores usable interim signals.
  2. Use drift alerts to declare accuracy degraded.
    Input shift indicates changed conditions but does not prove worse outcome quality without suitable outcome measurements.
  3. Retrain immediately using the small error sample.
    The nonrepresentative sample may encode sampling artifacts and is insufficient evidence for an immediate model change.
  4. Use interim proxies for triage, then validate controls against delayed labels. ✓
    Proxies and review thresholds support timely escalation, while reliable delayed labels test actual performance and inform later control adjustment.
The trap
Use drift and proxies for triage, not proof; use suitable outcome measurements for definitive judgments.

How to remember it

Use provisional signals for timely detection, then confirm performance and refine controls when reliable labels arrive.

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