Shift handover intelligence

An improvement should start from a recurring operational friction, not from a model demo. This article uses shift handover intelligence to ask where a focused pilot could remove that friction.

Practitioner lens

A useful design for shift handover intelligence distinguishes an unusual data point from a real change in the operating environment. Keep the evidence and the chosen response visible.

First experiment

Track service, cost, planner effort and false alarms together; a single accuracy metric will hide trade-offs.

This is an original educational brief. It is a starting point for discussion, not a claim that one technique fits every supply chain.