It will depend on the local conditions in your lab, and you will have to try and determine it experimentally, develop a policy, and verify it for your self, unfortunately. I've been places where purified water began to visibly grow white bread mold in just a few days, and others where it's been kept indefinitely, and other places that never stored water, it was always fresh from the purification system, just to be secure.