Where should the Whale Elite rest?

I found that to plug the BMI Whale Elite into the power conditioner got the biggest improvement. I did try it on the CDP, Pre and Power. However, the biggest sonic improvement is from the power conditioner, then the pre. I don't know why? Any comments?