One iTune Library - Multiple Computers -> Playlists?

I am running a couple of Windows PC from the same iTune library stored on a network drive.

There's no need to use "sharing" in this situation since all computers access the same library.

So far so good.

My problem is that I cannot see the Playlists from one computer to the other, is there a way to achieve that?

I did try sharing previously (share everything) and it did not make any difference.

Any ideas out there?