This research explores how AI integration in ERP systems can optimize demand forecasting and inventory management, providing actionable insights for businesses aiming to improve their. AI can reduce inventory levels by 20 to 30 percent by improving demand forecasting through dynamic segmentation and machine learning, and optimizing inventory through simple and cost-effective tools. Learn how AI-native demand forecasting is transforming retail supply chains in 2026. Explore accuracy benchmarks of 82-88% and how a 10% forecast lift can reduce inventory costs by 5%. The incorporation of AI into demand forecasting helps companies better align product and inventory levels with actual demand, as AI-based data analytics can uncover patterns and relationships that legacy demand forecasting systems can’t. It also helps reduce manual, inefficient demand forecasting processes. AI in supply chains now powers everything from sourcing and logistics to inventory and demand forecasting. It’s reducing costs, predicting disruptions, and automating decisions at scale. Explore innovative retail supply chain approaches and strategies that can help drive efficiency, agility, and customer satisfaction. Download this new white paper for a deep dive into the role of demand forecasting and artificial intelligence (AI) to gain a better understanding of the problems associated with each aspect of the supply chain journey and — crucially — the ways teams can leverage AI to overcome them. AI is already adding value in a wide range of supply chain processes, from inventory management to demand planning to logistics. Moving forward, supply chain organizations will. Deloitte reports that around 60% of executives saw improved demand forecasting and stock management when using AI in 2024, while 70% plan to adopt such tools by the end of 2025. The use of AI in inventory management helps ensure the right stock is in the right place, at the right time. Walmart – AI-Enabled Demand Forecasting and Inventory Optimization in Retail Executive Summary Walmart, the world’s largest retailer and a U.S.-based business, harnessed artificial intelligence to transform its demand forecasting and inventory management, driving greater efficiency and customer satisfaction.