AI systems are increasingly supporting people in their decision-making – they analyze documents, assess risks, and recommend actions. Humans act as supervisors: they see the recommendation and click "Approve." That's the theory. In practice, there is a serious gap. AI recommendations are based on hundreds of variables, dozens of documents, and complex legal or financial relationships. Humans see the end result – the proposed decision – but do not always understand why AI prop