Search algorithms are systematic procedures used in artificial intelligence to efficiently locate specific data within complex structures such as graphs, trees, or databases. They explore possible paths or data points to find a target, optimizing the search process. Common types include linear, binary, and heuristic-based algorithms, crucial for problem-solving, pathfinding, and decision-making tasks in AI systems.