OP,
Nobody is suggesting you need to increase the supply voltage...
What you’re looking for is ‘current’ (not a raisin).
Power - what you’re short of is volts x amps.
In most cases, adding volts can be painful, while adding ‘amps’ is adding capacity to deliver those volts.