Do we need a control tower before AI exceptions?

A unified data layer helps but is not mandatory. Start with top SKUs and lanes; expand as integrations mature.

How do we prevent AI from recommending risky air freight?

Cost caps, margin floors, and multi-level approvals on premium mitigations keep automation within policy.

Only through documented exception workflows with finance visibility — not via side-channel emails.

Accurate order promising dates, shipment IDs linked to order lines, and BOMs for manufactured goods.

Portal ASNs, delay reason codes, and automated nudges when milestones miss — reduce inbound email noise.

Many programs show WISMO and expedite gains in one quarter; OTIF lifts often follow in two quarters as detection stabilizes.

Supply chain teams react to delays and shortages through email archaeology and spreadsheet fire drills. Learn how AI exception handling detects…