As organisations increasingly integrate AI solutions, the demand for environmentally sustainable practices within this space has never been more critical. This presentation delves into the collaborative effort between the Cloud Native Computing Foundation (CNCF) AI WG and the TAG Environmental Sustainability to define a repeatable design approach aimed at fostering sustainable AI in cloud-native environments. Our discussion will outline the crucial considerations in such approach, including efficient management of compute resources, storage optimisation, and advanced networking solutions. Attendees will gain insights into the lifecycle of AI/ML deployments, from inception through operation, emphasising resilience, scalability, and resource efficiency. By highlighting innovative "green" strategies, this session will provide actionable best practices and recommendations, alongside a forward-looking perspective on future trends and research directions in sustainable AI.