> I just thought it was more time efficient to do it manually rather than spend days trying to figure out how to automate SD card pull/plug.

If you control the bootloader and firmware, or you can talk to the team that does, then look into network filesystems and network booting. The SD card would only exist to bootstrap the system and then everything else happens over the network.