I still buy things blindly when I can. Even something in the rare vinyl realm I'm looking for, if sound samples or a CD-R are offered, I prefer to just find out completely on my own.
Of course, looking back to when I first began buying jazz records & CDs, purchases of Coltrane, Ayler & Dolphy were completely blind and a fair number of recommendations from this board I've not entirely known what to expect.