Inventory forecasting and replenishment in an omni-channel world INTRODUCTION Omni-channel retailing has changed the meaning of inventory demand and inventory forecasting. Demand fulfilled from a location changes dynamically based on what stock is available in the network. New delivery options and supply methods are constantly being added which makes the previous inventory positioning strategy outdated.