Been lurking here long enough to know this is where the honest answers live, so I'm finally posting.
I've tested a few already and the pattern seems to be that the fancier the interface, the more they're trying to distract from a thin user base. Substance over style is what I'm after.
Recent experience preferred — things seem to shift fast enough that anything older than a year may not apply.