High-throughput screening (HTS) is a method that allows researchers to quickly conduct millions of chemical, genetic, or pharmacological tests. Automated systems enable the rapid screening of a large number of catalytic candidates by utilizing robotics, liquid handling systems, and automated data analysis tools. This approach is particularly useful in the early stages of catalyst development, where identifying promising candidates from a vast pool is essential.