Artificial Intelligence (AI)-driven predictive models are sophisticated computational tools that utilize machine learning algorithms to predict outcomes based on existing data. In the context of catalysis, these models can forecast the behavior of catalytic reactions, optimize reaction conditions, and identify new catalytic materials.