A treasurer was still re-creating the 13-week cash view in Excel every Monday. The disparity was more than 20 percent because bank files, ERP invoices and subsidiary funds were reconciled manually. That is the role of ai in financial services that pays first: not a chatbot that “talks like a CFO,” but a system that collects, matches and alerts exceptions so people foresee the unexpected.