The fact the air bags pump back up proves the compressor and relay were working, so there is no point in replacing them. The system has a leak that is allowing the pressure to bleed off. While driving, the lower ride height will turn the compressor on and keep the system at the correct height.
The place to start is by listening underneath in a quiet area to try to find the leak. In most cases the leak is too small for that, so the more effective method is to spray the air springs and hoses with a soapy water solution. The hoses themselves do not cause much trouble. Look closer at their connections, then at the springs.
SPONSORED LINKS
Saturday, March 17th, 2018 AT 9:45 PM