Anything you put in the bank can be used by any of your characters.
So you could have a crafting character and different alts to go out and collect materials for that crafter.
Just a couple of points to bear in mind - in order to use higher tier materials (for smithing/clothier/woodworking) and higher tier runes (enchanting) a higher level of solvents (alchemy) or to learn higher level recipes (provisioning) you need to spend skillpoints - so you need to accrue skillpoints on any crafting characters in order to have those to spend on doing the higher level stuff.
Crafting 'inspiration' is separate from character level but you still need to spend skillpoints on it so you still need to gain levels/find skyshards/complete quests to get those skillpoints to spend in crafting higher level stuff.