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This shift has pushed supplychain leadership to pivot from reactive management to proactive strategy built on data. Midstream, routeoptimization and production planning benefit from real-time telemetry data, AI-enhanced maintenance forecasting, and dynamic capacity modeling. Analytics layers provide that clarity.
Tools and methods used include real-time tracking, RFID, and AI-driven routeoptimization. Integrated SCM and source-to-pay software will provide end-to-endvisibility, and if it is further integrated with AI-driven demand forecasting manufacturers will be better able to predict fluctuations and adjust inventory dynamically.
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