I can attest from personal experience that even the same amplifier can sound dramatically different with simple - but required - enhancements. Many years ago, I modified a Luxman L-2 amplifier adding 4x10.000uF capacitors in the power supply. It originally had 2x3.300uF (IIRC). The difference in sound was un-imaginable. Comparing the two versions of the same amplifier, before adding the capacitors, the sound was harsh and audibly inferior, even in medium sound levels. Cranking it up a bit, clipping started pretty soon. Adding these capacitors offered a much cleaner, smooth sound that was natural, with much less audible distortion and not causing fatigue.
What I mean to say with this is that low end amplifiers, that cut corners in the power supply section, perhaps the most important part of a power amplifier, will sound worse than they could and better designed and built amplifiers, equipped with a sufficient power supply will sound much better. Add to that small differences that can be had with better VAS/biasing and output sections and the differences will become much larger.
Comparing vintage, well built power amplifiers (like a Technics SE-9060, that sports 4 huge capacitors and dual transformers) with a more recent 5.1 receiver (DX-950), the difference is so audible that I can identify each in an A/B test easily. And I'm one that can't really hear a difference between a CD and well encoded 320kbps MP3 version of the same piece of classical music.