Weather-aware replenishment windows

AI can help surface patterns, but the operating design determines whether anyone can act on them. This note frames weather-aware replenishment windows around ownership, timing and a measurable outcome.

Practitioner lens

A planner needs to know what changed, where the impact lands and what action is still open. Those three questions make weather-aware replenishment windows more operational than a generic alert.

First experiment

Map the present workflow, name the decision owner and record the latest useful intervention time.

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