I don't really understand how you think the game could work if the host didn't know where the prize is? They'd keep accidentally revealing the prize, and then asking you whether you want to switch to the other remaining door, at which point... what's the point? The game is over.

I've not usually seen it explicitly stated like this that the host knows, but it's always seemed obvious to me that they must.