A recognized authority in enterprise AI adoption and Atlassian platform strategy, he writes about the operational realities of AI, cloud migration, and service management modernization at scale. His work cuts through the capability-level conversation to focus on what organizations need to have in place structurally before AI outputs can be trusted. He writes for practitioners who are past the awareness stage and need to understand what doing this well actually requires.