Problem solving in AI involves developing algorithms and methods for machines to identify, analyze, and generate solutions for complex issues. It includes techniques like search algorithms, reasoning, and optimization to simulate human decision-making processes, enabling AI systems to efficiently address challenges such as pattern recognition, planning, and autonomous decision-making across diverse domains.