Carlsberg is building Forecast-as-a-Service: in-house ML forecasting designed to scale on a "complexity only when needed" principle. Paired with the Planning Confidence Index — a score showing where the machine can be trusted and where judgment matters — it's shifting planners from SKU overload to smart focus. A practical, evolving story of adoption-first AI in demand planning.