Active sites are specific locations on the catalyst where the reactant molecules adsorb and undergo chemical transformation. The nature and distribution of these active sites determine the catalytic efficiency. For example, in a heterogeneous catalyst, the active sites could be metal atoms dispersed on a support material, while in a homogeneous catalyst, they could be specific functional groups within a complex molecule.