New ethnographic research reveals nine justifications that make AI innovations almost "irresistible" across organizational and professional boundaries. The study conducted at the University of Eastern Finland and Aalto University provides rich empirical insight into how innovation teams mobilize multiple conceptions of the common good to keep AI projects going forward.