Intermediate compounds are transient species that form during the transformation of reactants into products in a catalytic process. These compounds are not the final products but play a crucial role in the mechanism by which the catalyst facilitates the reaction. Typically, they are short-lived and exist only for a brief period within the reaction pathway.