My favourite CD shop when I was a kid was small and selectively stocked. Small handwritten comments adorned every cover, and the owner had a forensic ability to make music recommendations that bordered on precognition. Unfortunately his story ended on a familiar note. Run out of business by a chain store. Now there is the new generation of online recommendation networks chasing the Holy Grail of consumer preferences analysis. Namely – can you help people figure out what they like?