I see this advertised a lot on Facebook. I'm pretty skeptical of this, though. It attempts to detect energy consumption for particular appliances by the pattern of current load, but I can't imagine this being accurate for most people. Different appliances of the same type will generate very different patterns, and residential power distribution can be _extremely_ noisy.
I think it's an interesting idea, I just doubt the practicality of it.