Catalysis involves complex chemical reactions that occur on very short timescales and at the atomic level. Traditional experimental methods often fall short in providing comprehensive insights into these processes. HPC allows scientists to model and simulate these reactions in silico, providing a deeper understanding of reaction mechanisms, optimizing catalysts, and predicting the behavior of new catalytic materials.