Up to level 9, you're an Artisan and you can only join the Wholesalers Guild. Once you get to 10 and choose your sub-class, that's it, you can't change your mind.
So if you're an Outfitter (hit P and check what it says on your Persona window), then you can never join a Craftsman Society.