Constraint-aware promise suggestions

An improvement should start from a recurring operational friction, not from a model demo. This article uses constraint-aware promise suggestions to ask where a focused pilot could remove that friction.

Practitioner lens

The human workflow is part of constraint-aware promise suggestions: specify who reviews the signal, what evidence they see and how they record a decision to accept or override it.

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.