I find personally that relying on RPE allows me to delude myself as to how hard I'm actually working. Case in point I can be riding along thinking that I'm putting out an almost full gas workout when someone goes by me and gives me that look. Next thing you know I'm working a lot harder to catch my carrot.
I still maintain that power is best heart rate next and finally RPE. At least in my case that applies.