This paper explores the intersection of Artificial Intelligence (AI) and Big Data analytics, focusing on how advanced data retrieval techniques can enhance AI performance. It examines current methodologies, challenges, and emerging trends in optimizing AI systems using big data analytics. The study aims to provide a framework for integrating big data retrieval processes with AI to improve efficiency, accuracy, and scalability.