Active catalysts work by providing an alternative reaction pathway with a lower activation energy. This is often achieved through the formation of intermediate species or by stabilizing transition states. The catalyst may interact with the reactants to form a temporary complex, which then breaks down to yield the final products, regenerating the catalyst in the process.