I've got liquid stevia and there's not really much of an aftertaste for me. Also, I've read that depending on what brand you get, the concentration, etc., it can be more or less bitter. I've never used the liquid splenda, so I can't really comment on that one
I dig the stevia for things like tea (hot and cold), but haven't attempted to use it in anything else, yet.