Lower watts w/ higher gain vs. higher watts w/ lower gain

I was looking at amps with RMS specs roughly around my rated RMS specs for my speakers. Friend told me that they're going to "want" more power, and to get a higher watt amp, but with the gain turned down.

Could anyone elaborate on this or point me in the direction of some good reading?

Thanks.
- Dave