Bank-grade AI means the institution can understand what the AI is doing, prove what it did afterwards, and control what it is allowed to do. It is defined by three standards: explainability, auditability, and governance. Bank-grade is not a property of an individual model. It is a property of the system and workflow surrounding the model.