we leverage advanced molecular modelling, quantum chemical calculations, molecular dynamics simulations, and AI-driven approaches to accelerate the design and optimization of both homogeneous and heterogeneous catalysts. Our computational workflows provide atomistic insights into reaction mechanisms, catalytic activity, selectivity, and stability, enabling the rational development of high-performance catalytic systems while reducing experimental time and cost.