Catalysis involves the acceleration of chemical reactions by a catalyst, which may involve complex mechanisms and intermediate species. Understanding and optimizing these processes require detailed molecular simulations and quantum mechanical calculations. Supercomputers enable researchers to model these intricate systems at an atomic level, providing insights that guide the design of more effective catalysts. This capability is particularly crucial for developing green chemistry solutions and improving energy efficiency.