It's a time limit from when the first person has finished his turn (AI not accounted for), so each turn can last an eternity if nobody finishes.
It's also a way to force a short turn if you are in trouble of a enemy moving large forces towards you, but keep in mind if you do he has a full minute where he can do stuff and you can't. So finishing first is not necessarily a good thing.