Also, the ability to listen to whole albums or discographies at a time when no one else was really offering that.

Part of what drove me away from Pandora at a certain point (maybe they've changed since then, don't know) was that they would only play a small subsection of any particular artist's work-- that is no bueno for me, if I really love them I want to hear it all at least once.