Unstructured AI initiatives face heightened vulnerability to security threats and operational failures. Implementing a formal risk management framework optimizes planning and deployment cycles. TechTarget argues that these protocols prevent critical oversight during scaling. Practitioners must integrate these safety guardrails early to avoid costly remediation after a model goes live in production environments.