The FCA's 2026 AI Live Testing cohort and Supercharged Sandbox show how Barclays, Experian, Lloyds Banking Group, UBS and other firms are building evidence through controlled testing. NIST's tailorable AI RMF Playbook provides a practical basis for proportionate triage.