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Most transportation teams don’t have a cost problem, they have a visibility problem. On paper, procurement looks optimized. Rates are negotiated, carriers are selected, and systems are in place. But in practice, costs creep in during execution through delays, missed signals, and fragmented data. AI in transportation management is not just about automation. It’s about making operations observable, explainable, and actionable in real time.