The exception queue is where supply chain AI earns its ROI

The useful operating model for supply-chain AI is not a larger stream of predictions or alerts. It is a decision queue that converts signals into prioritized exceptions, explains consequence and recovery windows, and gives planners evidence for action. This reframes AI ROI around decision throughput and quality rather than model output alone.