Yes, AI can significantly aid in the design of new catalysts. Machine learning algorithms can predict which combinations of materials and conditions will yield effective catalysts. This is particularly useful in the field of heterogeneous catalysis where the number of potential combinations is vast. AI can narrow down the possibilities, guiding experimentalists towards the most promising candidates.