This presentation explores the synergistic integration of traditional optimization techniques with cutting-edge generative AI, focusing on enhancing buying decisions within the supply chain. Specifically, we delve into two key areas: safety stock optimization and the use of Large Language Models (LLMs) for multiple-agent modeling to determine purchase orders.