No you don’t. You have to put something in there but it doesn’t have to be the actual numbers if you don’t have them before your booking window opens. Put it random letters and numbers so that you can proceed to picking a PAT. Go back later and update with the real info.
We’re in the process of renewing my daughters’ passports so we did not have real numbers when online check in opened. The above worked fine.