Lessons from the Warehouse Floor: Real Stories from AI Inventory Management
After fifteen years managing inventory operations across regional distribution centers, I thought I had seen every challenge the supply chain could throw at me. Seasonal demand spikes, supplier delays, the constant balancing act between overstock and stockouts—these were the daily realities I navigated with spreadsheets, experience, and more than a little intuition. Then our leadership team decided to invest in artificial intelligence for our inventory operations, and I discovered just how much I didn't know about what was possible. What followed were three years of implementation, failures, breakthroughs, and lessons that fundamentally changed how I think about inventory forecasting, stock replenishment, and the future of retail operations. The journey into AI Inventory Management began with ambitious goals and a healthy dose of skepticism from our warehouse teams. We were managing approximately 45,000 SKUs across six distribution centers, serving 200+ retail locations, and our i...