Full-service firms are under pressure to adopt AI, but lack the structure to do so without compromising trust, confidentiality and compliance. This whitepaper outlines Ravical’s “Contain, Constrain, Explain” framework — a practical model to manage data, control agent behaviour and ensure full transparency. It shows how AI can be embedded directly into advisory workflows, while remaining auditable, secure and governed at every step.