it should automatically open on the same display that it had previously
For example I have Mail open on my secondary display, I close it then reopen and it opens on the secondary display. No setting needed, OS X should remember
Hmm. The app I'm trying to open is through Parallels and it's coherence mode. But even Parallels itself won't open in the monitor it last got closed in (when running in windowed mode).