Intermediate complexes are temporary molecular entities that form during the course of a catalytic reaction. These complexes play a crucial role in lowering the activation energy, thereby enhancing the rate of the chemical reaction. Typically, they form when a catalyst interacts with the reactants, creating a more reactive state that facilitates the conversion to the final product.