Battery dies really quickly when "sleeping" when checking detailed battery into it says that my tablet is "awake" even though the screen is off. I have screenshots of the data...
If it's an app you want to be able to run, but not allow to run when it wants, install Greenify and Greenify the app. (That kind of freezes it until you run it.)