Circular-return flow visibility

The aim is not to automate every exception. It is to recognize which one deserves attention first. This note examines circular-return flow visibility as a practical decision-support pattern.

Practitioner lens

A useful design for circular-return flow visibility distinguishes an unusual data point from a real change in the operating environment. Keep the evidence and the chosen response visible.

First experiment

Define a human review rule for low-confidence cases and keep an auditable reason for each override.

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