Under the EU AI Act, core financial use cases like credit scoring, biometric verification, and fraud detection are classified as high-risk systems. This introduces strict requirements around transparency, auditability, data governance, and ongoing risk assessment. Organisations must build AI systems that are explainable and defensible, not just effective, or risk regulatory and reputational fallout.