The regulator assembly in an oil-type air compressor controls the pressure of the compressed air. It ensures a consistent output pressure by adjusting the flow of air from the compressor to the storage tank or tools. This assembly typically includes a pressure gauge, adjustment knob, and safety features to prevent over-pressurization, enhancing operational efficiency and safety.