A cap will try to supply a constant voltage to your amp.
A cap will reduce some of the heat created by your amp.
A cap will filter out any AC from the power supply (whining)
So, with all these benefits, a cap can lead to power increases in your amp but not over that of the design specs.
To get the most out of your amp you should run it at the Lowest, STABLE, impedance level. This information should be provided in your amps manual.