Too many operating alerts? Use tiers and deduplication

Separate event, anomaly, and action

A low-stock threshold is an event. Combining it with sales and lead time to identify replenishment risk is an anomaly. Assigning an owner and due date creates an action. One message that mixes all three creates noise.

Show data time, rule version, impact scope, and evidence with every alert.

Use tiers instead of universal red

Tier by financial impact, affected stores, duration, and reversibility. Suppress known incidents or maintenance windows only with a reason and recovery time.

Track merge rate, duplicate rate, and time to close to see whether a rule actually improves operations.

Put BI0 alerts into a workflow

BI0’s public positioning includes inventory, store, price, quality, and supply-chain anomalies plus reports, alerts, and tasks. Notification channels, automated actions, and connector support require scenario confirmation.

Keep human approval for irreversible or high-impact actions; do not turn a model suggestion directly into an execution command.

Review the signal every week

Sample unhandled, false-positive, and duplicate alerts. Adjust rules or add data. If people close notifications without recording why, the system cannot learn which signals deserve attention.