An AI integration engagement is not a tool license or prompt-template pack. The real cost depends on operational complexity, knowledge distribution, and how much orientation the team needs.
Retrospectives often surface symptoms, not causes. Coordination failures usually begin upstream, long before the sprint where the visible problem appears.
Better AI memory does not come from storing more context. It comes from giving the system a disciplined way to reconstruct the right context at the right time.
Shipping fast does not guarantee strategic progress. Dubai product teams often miss quarterly goals when sprint output disconnects from the business outcome it was meant to move.
The first SR-SI lesson was not that AI needed more intelligence. It needed a better way to orient itself before it worked.
AI adoption stalls when tools know the task but not the team. Orientation gives AI the product context, constraints, and decisions it needs to produce work that fits.