Supporting Experiment Design: AI co-scientists can suggest experimental approaches, variables and controls based on available scientific knowledge. Researchers can assess these recommendations before testing them, potentially improving planning efficiency and allowing teams to explore multiple approaches before committing time, equipment and resources.