Monitor current workflow indicators and review verified | AIGP
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Monitor current workflow indicators and review verified: Which monitoring design best meets both requirements?

AIGP Understanding How to Govern AI Deployment and Use Hard

Use timely operational signals now, then validate them against delayed verified outcomes.

The question

A software-procurement scoring model produces recommendations, but verified contract outcomes arrive about 90 days later. Procurement leaders need early warning of operational drift without treating proxies as proof of outcome quality. Which monitoring design best meets both requirements?

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  1. Treat changes in procurement inputs as evidence that outcomes have worsened.
    Input distribution changes warrant investigation but do not by themselves prove degraded outcome quality.
  2. Monitor current workflow indicators and review verified outcomes after ninety days. ✓
    Operational indicators provide timely signals, while delayed outcome review tests whether those signals correspond to actual procurement results.
  3. Wait ninety days for verified outcomes before monitoring model performance.
    Waiting removes the available early-warning function and delays detection of drift or harmful operational effects.
  4. Use user satisfaction scores as the sole immediate performance measure.
    Satisfaction may reveal experience changes but cannot alone establish recommendation quality or contract outcomes.
The trap
Separate early-warning indicators from outcome validation; neither should be presented as a complete substitute for the other.

How to remember it

Use timely operational signals now, then validate them against delayed verified outcomes.

How many of these would you get right?

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