Why human-machine teams need deliberate design to be creative

Human–AI collaboration does not naturally lead to improved creativity over time; without deliberate structure, joint creativity typically stagnates even after repeated interactions. Creativity improves only when organizations actively guide human–AI collaboration toward idea co-development, emphasizing feedback exchange, iterative refinement, and the strategic adjustment of roles across co-creation activities. The key managerial challenge is not adopting more advanced AI, but designing workflows, training, and metrics that support human-directed augmented learning in creative work.