AI-driven forecasting is transforming the retail sector by offering greater accuracy and efficiency in predicting market trends and managing inventory. This technology has been adopted by leading retailers like Walmart and Amazon, resulting in optimized inventory, reduced waste, improved profitability, and enhanced customer satisfaction. The approach, expected to evolve further with advancements in machine learning and deep learning, delivers vital tools to navigate complexities of contemporary markets.