If I recall a few years ago Chatroulette really needed a "Hotdog/Not-Hotdog" classifier. I hope they solved that tiny problem using big data.
As uh, depressing as this may sound to the AI that needs to learn it, a hotdog focused neural network (let's just assume we'd call it "DongMind" because obviously we would) would probably greatly increase Chatroulette's value proposition.