When the force applied by the moving vehicle is calculated, the actual force applied by the brakes may be slightly less than the one calculated theoretically. Why?
Due to opposing force of friction
Force of friction is always opposite to the relative motion. Hence, force of friction acts as a brake in this case, so less force is required through brakes to stop the vehicle.