Operations Guide
AI Drift Signal Registry Template for Platform Teams
Drift signals compound when registry is incomplete and thresholds are not calibrated. This template defines a signal registry with baseline documentation.
Implementation Steps
- Document each drift signal: signal name, metric type, measurement source, and historical baseline.
- Set threshold ranges per signal with severity scoring and detection cadence.
- Assign signal owner for monitoring, alert response, and threshold calibration.
- Track signal coverage and add new signals when production behavior changes.
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- Provider and model split recommendations
- Budget guardrail design by traffic stage
- KPI plan for spend, quality, and conversion