Then communicate that clearly and directly to upper level and set the boundaries. It would lead to a conflict, but you can’t run away from that and agree on a compromise.

AI does increase productivity if you use it as a correct tool when needed. Measure the productivity gain/loss over the time and refine approach iteratively.