• Industry-standard metrics including MAPE, Bias. • Accuracy drill-down by SKU, product family, customer, channel and region • Lag-based analysis (1-month, 3-month, etc.) to assess forecast reliability over horizons • ABC/XYZ segmentation to separate predictable from volatile demand • Identification of top error contributors and systematic bias