When it came down to the blind A-B testing of the 25 testers, only 3 participants scored 60% or greater correct when they guessed which amp was which, when comparing between two. Nobody got higher than a 63% score. Most amazing was that in testing between the Pioneer amp and the Futterman array, only 114 of 212 listeners could tell the difference -- thats a 54% correct guess! This is the most extreme example: audiophiles not able to tell the difference between a $200 Pioneer receiver and a $12,000 separate mono-block tube amp array with separate power supplies.
$200 Pioneer amp sounds like a $6,000 mono - block tube array
What does it mean? It means that people who advise you to buy expensive amplifiers because they believe amps contribute coloration to acoustic quality probably couldnt tell the difference between their favorite exotic amp and a $200 Pioneer. It doesnt mean that you should only choose the cheapest amp you can. There are other considerations not the least of which is the longevity of the unit. A $200 receiver is more likely to have a short lifespan, but a decent quality power amp could last a lifetime. There are also other considerations: the one thing that will certainly present problems is clipping. In the test they set the gain equally to all amps, so there was no difference in the power output, and the gain was set well within the specified limitations of the amp itself. This might not be the case at home; the speakers you use could be of all different efficiency ratings. You have to ensure your amp has plenty of reserve power for handling spikes in the soundtrack without clipping. Clipping is distortion, and distortion is the simple explanation for the coloration people claim to hear from certain amps. So, the weak highs or muddy bass you might hear from a cheap amp is probably clipping, or it could be a placebo.
Speakers are the device that creates the sound you hear. The room in which they produce sound is almost equally important to the speakers; room acoustics provide reflections or dampen sound, which will make or break many sound systems. The amplifier only powers the speakers to let them do their job. Beware of adjective laden descriptions of acoustic colorations from an amplifier.