It is less draw on the battery. The motor itself is smaller and lighter than the direct drive starter motor.
Because of the gear reduction, it spins faster, but doesn't have to provide as much torque. That faster speed, combined with the gear drive, is probably why they sound different.
Both of my cars have gear reduction starters, and sound different from how they used to.