The question the OP is posting is about the difference between various CD transports. Level matching does not come into play here. Neither is this a discussion in a difference between CD players.
@hilde45 - there’s a difference between CD transports. Higher end transports use better quality parts, better power supplies as well as better chassis and dampening. This results in improved sound quality.
That being said, the current under $1,000 “budget” transports like the Audiolab, Cambridge and Pro-Ject are really excellent. I checked out a few in my system and if streaming didn’t beat them, I’d definitely go for one of those.
As to A/B testing - quick A/B is never a good way to fully appreciate the differences, blind testing or not. Take your time with each component and trust your ears.