Alibaba has developed a series of models and algorithms that include deep-learning algorithms for demand forecasting, simulation-optimization-based models for inventory management, price optimization for promotions, and markdown optimization for product recommendations. These models and algorithms have been implemented in its omnichannel retail infrastructure of several retail business subsidiaries over the past three years, and have generated more than 100 million dollars in annual cost reductions in cost and increases in profit.