• Use cases are known but there is no prioritisation by value, feasibility and prerequisites
• Technology, data foundation and organisation are not aligned – this creates isolated solutions and unclear ownership
• Without measurable milestones AI remains a ‘pilot’ instead of sustainably reaching production
• Prioritisation of use cases, technological and organisational alignment, and definition of measurable milestones
• Implementation plan in waves (quick wins vs. scalable expansion stages) incl. dependencies and prerequisites
• Change and enablement building blocks so that roles, processes and adoption grow alongside the technology
