[sdellis]

EchoNest's were the best at the time because they added social data into the mix. They analyzed people's playlists/libraries to generate recommendations when everyone else was using descriptive metadata, audio comparison, or manual curation.

[proximitysauce]

That's incorrect. Most of those services were using collaborative filtering social data to drive their recommendations.