Healthcare organizations are facing increasing pressure due to rising patient demand, supplychain complexities, and escalating operational costs. Inventory management, particularly within supplychain and warehouse operations, plays a critical role in ensuring uninterrupted healthcare supplies. Traditional inventory systems, often manual and reactive, are no longer sufficient to address the dynamic needs of modern healthcare environments. This paper explores the integration of Artificial Intelligence (AI) and automation in healthcare inventory management, focusing on supplychain optimization and smart warehouse operations. It examines current challenges, AI-driven solutions, implementation strategies, and future trends. The study highlights that AI-powered automation enhances efficiency, reduces waste, improves accuracy, and ultimately contributes to better patient outcomes.