x2 on the OSB (or just a BX plywood). Roll it with whatever paint you can get for cheap. Drywall screw it to the studs and unlike drywall, if you have to get back into the wall to add wiring, air lines, whatever, you can just take the panels off.
I still haven't insulated and drywalled the...