The future of catalyst formulation lies in the development of more sustainable and efficient catalysts. Advances in nanotechnology, materials science, and computational chemistry are paving the way for the design of catalysts with unprecedented precision and performance. The integration of machine learning and artificial intelligence is also expected to revolutionize the catalyst design process, enabling the rapid discovery of optimal formulations.