Both Amps connected to the WiiM using RCA Y Splitters, precisely level-matched using a multimeter (
Important!), then plugged into a speaker switch like this:
https://www.amazon.com/dp/B0CPL1277Q
will allow you to do fair comparisons.
Without level-matching, you're almost guaranteed to always prefer the Amp that happens to play slightly louder. Your ears are not good enough for level-matching unfortunately.
Also, if you're aware which Amp is playing, then you're likely to prefer the Amp that you
think you'll prefer.
Ask a friend or family to switch the cables around on the loudspeaker switch, so that you do not know which one is which.
Precise level matching and not knowing which Amp is playing are absolutely vital for a fair, unbiased listening comparison.