In today’s competitive retail landscape, ensuring on-shelf product availability (OSA) is crucial for enhancing customer satisfaction and maximizing sales. Artificial intelligence (AI) is revolutionizing the way retailers address this challenge by providing real-time insights, optimizing inventory management, and streamlining supply chain operations. AI-Driven Demand Forecasting One of the most effective ways AI improves OSA is through predictive analytics. AI-powered demand forecasting analyzes historical sales data, seasonal trends, and external factors such as weather or local events to predict demand accurately. This enables retailers to maintain optimal stock levels and prevent stockouts or overstocking issues. Real-Time Shelf Monitoring AI-powered computer vision systems can monitor store shelves in real time, detecting gaps or misplaced products. These systems use cameras and sensors to alert store employees about low-stock or out-of-stock situations, ensuring timely replenishment. Automated shelf monitoring reduces reliance on manual checks and improves inventory accuracy. Smart Supply Chain Optimization AI enhances supply chain efficiency by optimizing restocking schedules and identifying potential disruptions. Machine learning algorithms analyze supply chain data to predict delays and suggest alternative routes or suppliers, ensuring consistent product availability. Additionally, AI-driven automation in warehouses and logistics further streamlines the replenishment process. Personalized Customer Experience AI can also enhance the shopping experience by offering personalized recommendations based on real-time inventory data. Retailers can use AI-driven chatbots and mobile apps to guide customers to in-stock products, reducing frustration and improving customer satisfaction. Market Growth and Future Outlook According to Persistence Market Research, the global on-shelf availability solutions market is projected to grow at a CAGR of 9.1%, increasing from US$4.7 billion in 2023 to US$8.8 billion by 2030. This growth highlights the increasing adoption of AI-powered solutions to optimize product availability. By leveraging AI, retailers can significantly enhance OSA, reduce operational inefficiencies, and improve customer loyalty. As AI technology continues to advance, its role in retail will only become more essential in shaping the future of inventory management and seamless shopping experiences.