Between buying the technology and extracting value from it lies a path most organizations have not yet travelled, and the evidence is hard: the majority of AI pilots never reach scale. This area covers the discipline of turning AI into measurable productivity, with the human being at the centre of the process. It goes beyond adopting tools: identifying and prioritizing the highest-value use cases, redesigning workflows end to end (rather than simply layering AI onto old processes), redefining decision rights and incentives, and confronting the barrier that international studies point to as number one, namely the lack of competency and the change of habits. Every programme can be preceded by an assessment with AI PM Compass™, which establishes the baseline for the group.