Shipment visibility is shifting toward agent-supported exception management

The launch from Samsara shows shipment visibility moving from passive dashboards toward agent-supported exception management. The operational challenge is deciding which alerts deserve action and who owns escalation. Shipment visibility systems should expose data confidence, carrier coverage, alert priority and the reasoning behind recommended actions.