How AI is Transforming Demand Planning in Modern Supply Chains (From Forecasting to Execution)

Traditional demand planning struggles with dynamic markets, relying too heavily on historical data. AI changes this by enabling real-time demand sensing, probabilistic forecasting, and reinforcement learning for smarter decisions. By combining data, predictive models, and digital twins, businesses can optimize inventory, reduce stockouts, and respond faster to disruptions—turning planning into a continuous, adaptive system.