As generative AI becomes embedded across banking, from credit scoring to virtual assistants, the risk landscape grows more complex. To scale GenAI responsibly, banks must move from siloed governance tools to an integrated approach. Embedding control, compliance, and risk signals directly into the data platform allows banks to monitor usage in real-time, audit model behavior, and respond swiftly to emerging risks.