Its voltage and amps that give you watts. Your voltage is set at 48 volts by your current battery, so its the amount of amps you are pushing into the motor that will determine the total peak watts. Those amps are determined by the controller. So if you want more grunt its the controller you should first upgrade.
Swap in a 30 amp controller and that should theoretically give you around 1500 peak watts.