It matters a lot more what it sounds like to people who've never heard of it before. It's like if I were to create an app called "Malware", people aren't likely to dig deeper and find out it's a random Malcolm Reynolds quote widget.
"Fake" is such a negative word, were better names taken? "Faux"? "Pseudo"?
The name is OK I suppose, but it makes for an incredibly confusing headline on any sort of social network. Certainly don't start anything with "Fake -" or the first question everyone will ask is "is this real?"