For me the big win is if this can be done purely on the client side. I see two main advantages: 1) the user doesn't have to give up her privacy in exchange for

For me the big win is if this can be done purely on the client side. I see two main advantages: 1) the user doesn't have to give up her privacy in exchange for recommendations 2) the service doesn't have to burn CPU it would have had to otherwise