Banks transition AI from proof‑of‑concept to production by focusing on low‑risk, high‑frequency workflows, designing human‑in‑the‑loop processes, making compliance and value visible, and treating AI as an ongoing capability. A Bank Director article advises starting with reversible tasks, implementing clear escalation paths, ensuring auditable outputs and assigning ownership for service, risk, content and learning.

For MLOps guidance, see What MLOps practices do financial institutions need for AI?