Can I use plumbing check valves in a pneumatic system?

I understand that air behaves as a fluid so therefore i figure it may work but i would like some verification since water and air are molecularly different. I would plumbing grade check valves temporarily for testing because they are cheaper and easier to get. I would eventually get pneumatic grade valves once i know that my system works as intended.