AI Should Not Make the Supply Decision: Designing Human-in-the-Loop Exception Management for Pharma Supply Chains

A pharmaceutical supply team can generate hundreds or thousands of operational data changes in a single week: demand revisions, CDMO milestone updates, inventory movements, delayed materials, quality-