Alerting systems fail when reviewer workflows are not designed with the same care as models.
Workflow Principles
- Prioritize explainable alerts first
- Group related events to reduce context switching
- Capture reviewer feedback in structured form
Outcome
Teams with good HITL loops improve both trust and model quality over time, while reducing escalation noise.