Mechanical Turk is generally used for things that machines still can't do with nearly the accuracy that humans can. Image recognition, facial recognition, translation, dictation, etc.

No matter how much hardware you throw at those problems, you can't (yet) match what a human brain can do in a split second. I don't think that's depressing.