For solid state amps... of the same sonic quality it matters. The doubling of wattage is showing the current the amp has... which is what you care about and will make the speakers sound better more dynamic even at low values. I have run 250wpc to 350wpc high current amps for decades until I discovered tube amps.
This is not nearly as pronounced in tube amps and not as high a wattage is required on tube amps. Tube amps tend to sound different than solid state, although there are a number of solid state designed to sound warm and natural like tube amps generally do... like Pass XA series, the new Audio Research - series.

