Purchase-order confirmation assistant

Good operations intelligence narrows attention to the few choices that can change service, cost or risk. Here we look at purchase-order confirmation assistant through that practical lens.

Practitioner lens

Treat purchase-order confirmation assistant as a workflow hypothesis. Compare the proposed intervention with the current way of working and check whether the improvement survives a busy planning cycle.

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.