Catalysts affect reaction times by providing an alternative pathway with lower activation energy for the reaction. This means that more molecules have the energy needed to reach the transition state, thus increasing the reaction rate. Faster reaction rates translate to shorter reaction times, which is particularly beneficial in industrial processes where time efficiency is paramount.