Yes, AI can predict catalytic activity by analyzing the structural and electronic properties of catalysts. Through techniques such as quantum chemistry and molecular dynamics, AI models can forecast how a catalyst will perform under specific conditions. This predictive power helps in screening vast libraries of catalysts, identifying the most promising candidates for experimental validation.