Most more advanced pdf handling tools I've used on linux were cli based.
Not ideal.
Were I responsible, I think I might look into creating a self-contained executable, wine wrapper and all, for whatever windows editor ends up being used. That way IT can forget about setting up wine on each machine, and just ship the whole thing ready to run. For updates, just rebuild the executable with the new exe or wine version.
PDF is such a mess of a format, feature complete "editors" are few even on windows, and essentially a giant collection of hacks around the limitations and features of the format. I'm not aware of anything linux native that's even close to parity.