Graph Theory is a branch of mathematics focusing on vertices (nodes) and edges (connections) to model pairwise relationships. In AI, it is essential for analyzing complex networks, such as social graphs, neural networks, and knowledge structures. It enables efficient algorithms for pathfinding, clustering, and network optimization, facilitating understanding and processing of interconnected data across various AI applications.