AI-driven systems in catalysis refer to the integration of artificial intelligence techniques to optimize, predict, and discover new catalytic processes. These systems utilize machine learning algorithms, data analytics, and computational models to enhance the efficiency and effectiveness of catalysts in various chemical reactions.