AI will only create value if it changes the way work is done. This session will focus on the practical side of human-AI collaboration: how to identify where AI fits in a workflow, how to clarify who remains accountable, how to train teams for new ways of working, and how to avoid unmanaged or inconsistent usage. Rather than discussing AI in abstract terms, we will look at the concrete changes companies need to make in roles, skills, supervision and operating routines to turn AI usage into measurable business impact.