It should stay inflated...as long as your compressor unit is working correctly. I would check the lines for leaks, and if those are ok, I would replace the compressor unit. The compressor unit has a relief valve which can go bad. I had a similar situation...replaced compressor and everything works great.
Thanks! I'll start there.