The future of CFD in catalysis looks promising with the advent of machine learning and artificial intelligence techniques. These technologies can significantly enhance the predictive capabilities of CFD models by analyzing large datasets and identifying patterns that are not easily discernible through traditional methods. Furthermore, advancements in high-performance computing will continue to reduce simulation times, making CFD an even more powerful tool for innovation in catalysis.