OK, so I'm a whinger and a pedant (great combination!!)
But I've noticed that both "site unseen" and "sight unseen" are used to describe buying something (particularly property, obviously) without viewing it.
My preference is "site unseen" - as in, "I haven't seen the site".
But I can...