Explainable AI in banking means the institution can understand the work and where outputs came from, not that the model narrates its own reasoning. It requires groundedness: the AI operating from the bank's own policies, products, procedures, approved knowledge, regulatory requirements, and source documents, with every figure traceable back to the document it came from.