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Using AI in Retail to Improve Demand Forecasting, Replenishment, and Margin Visibility

Retail leaders are using AI to move beyond static forecasting and disconnected replenishment rules toward margin-aware decisioning. This article explains how enterprise retailers can combine predictive analytics, AI workflow orchestration, operational intelligence, and governed data architecture to improve forecast accuracy, reduce stock imbalances, and gain clearer margin visibility across channels.