Your amp and/or power conditioners are designed to take the raw power, filter it, clean it, do all the other magic and then send the signal to your speakers.
Ok, firstly amplification has no “magic”. IOW, Gandalf plays no role here.
A power supply job is to rectify a 50-60Hz AC supply, rectify it and remove all ripple (read AC) from the DC output.
An AC signal is not raw, nor is a DC signal cooked; Gordon Ramsey doesn’t play into amplification. Less noise on the AC source will ALWAYS result in less noise on the DC output from the power supply. ALWAYS and every time without exception.
The amplifier stage then receives the DC supply and makes a copy of the input signal using the DC supply, which end up going down the speaker cables. If the DC supply coming from the power supply is not perfectly ripple free, your sound is compromised.
How do we believe a 3 foot piece of cable, from the wall socket to the amp is going to change the sound coming out of the speakers?
Because the “3 foot” cable acts as a filter and reduces noise from the AC before it enters the the amplifier’s power supply. The cleaner the AC that enters the power supply, the cleaner the DC will be that it produces. The cleaner the DC, the better the sound.
The idea that a power cable won’t help, is pure ignorance. If you obtain understanding of how amplifiers work, it will become very clear why cables improve sound.