Charles,
Yes, quantity does not equal quality  so much of it is about the interaction between the speaker, the amplifier and the room.
When I first started to get back into audio actively in the mid-2000's, I sold my 1986- era PS Audio Elite + (70 W per channel integrated, all hardwired) and bought a Unison Unico (used) hybrid, integrated amp with a tubed input stage and a transistor output stage. It was actually a beautiful amp. But by that point I had been through several different kinds of speakers and had Ohm Walsh 100's, which do like power. At this point I was heavily into horse trading on Audiogon, and picked up a Bel Canto S300 power amp (Class D) which I paired with a used Manley Shrimp tube preamp, on the theory that the preamp would "warm-up" the sound of the solid-state power amp. By this point I had moved on to a pair of Merlin monitors, the TSM-MMI's. These are voiced with tube amplification, or so the word is on the street, so it was at that point that I sold the class D amp and picked up the Manley Mahi mono-blocks. These sounded much, much nicer with the Merlin speakers then the class DM had.
So yes, I have generally let my speaker choice drive the choice of power, but this time around it may just be different because this new amp is so impressive.