Another vote for "amps DO make a difference" from me.
I have reported before about my surprise, when I discovered a 9B ST (= late ST line) outperforming a 4B ST (= initial ST line) on my Sonus Faber Minima FM2 2 way monitors.
Equipped with a 4.5" SEAS woofer and a Dynaudio dome tweeter, those Minima FM2s were power hungry (the woofers sensitivity was 86 dB SPL@1W/1m). At higher levels, my legacy 3B (the one before the 3B NRB, i.e. without the torodial transformers) could be driven into clipping with those tiny speakers.
Still, as I learned from the unambigious victory of my 9B ST over my 4B ST, there are no easy and overall valid rules like "more power is better" and definitely not "all amps sound the same"!
Cheers!
Markus