High-throughput experimentation (HTE) is a method that uses automated equipment to conduct a large number of experiments in parallel. In catalysis, HTE can rapidly screen vast libraries of potential catalysts under various conditions, generating valuable data that can be fed into digital systems for analysis. This approach accelerates the discovery of new catalysts and optimizes existing ones.