Intelligent Demand Forecasting: Hard-Won Lessons from the Retail Frontlines
Five years ago, I watched our regional distribution center scramble to handle a sudden surge in demand for a product category we had drastically underestimated. Pallets were rerouted from three states away, expedited freight costs ate into margins, and our Logistics Performance Index took a hit that quarter. The root cause wasn't a black-swan event or supply chain disruption—it was our reliance on outdated, spreadsheet-driven demand planning. That experience became the catalyst for our journey into intelligent, data-driven forecasting, and the lessons learned along the way have fundamentally reshaped how we approach inventory allocation and replenishment. The transformation didn't happen overnight, but integrating Intelligent Demand Forecasting into our operations proved to be the turning point between reactive firefighting and proactive inventory optimization. What started as a pilot project in two product categories eventually scaled across our entire SKU portfolio, reducing...