Catalytic processes involve multiple complex steps and interactions that are computationally intensive to model. HPC enables researchers to: 1. Explore potential energy surfaces in high-dimensional spaces. 2. Simulate reaction dynamics over extended timescales. 3. Perform high-throughput screening of catalyst materials. 4. Integrate multiscale modeling approaches, bridging the gap between quantum and classical mechanics.