Right click the icon for the app you want to force to open on monitor two, you ahould have an ultramon tab called Ultramon - Window, there you can set screen postion to force to the second screen.
I use ultramon and find if i move a window to the second screen and then close it, next time i open it, it does so on the same screen it was last used on, does this not happen on your's?