, the property graduate, should be AI-empowered rather than AI-directed. Design/methodology/approach The paper reflects on …-specific knowledge to determine factual information in decision-making. In contrast, an AI-directed paradigm leads to over-dominance of … the user on pre-specified knowledge available through AI tools that could lead to AI-directed output that carries …