Financial institutions must be able to explain how AI reaches decisions, especially for lending, fraud detection, and compliance. Explainable AI provides transparent decision logs, audit trails, and policy-based reasoning, helping organizations satisfy regulatory requirements while building trust with customers, auditors, and regulators.