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How AI Improves Manufacturing Demand Forecasting, Procurement Coordination, and Production Resilience

AI is reshaping manufacturing planning by improving demand forecasting accuracy, coordinating procurement decisions across volatile supply networks, and strengthening production resilience when conditions change. This article explains the business case, architecture choices, governance requirements, implementation roadmap, and executive decision framework manufacturers and technology partners can use to turn AI from isolated pilots into operational advantage.