EVENT: IBF workshop tests AI proof of value for forecasting and demand planning

The affected decision is how Institute of Business Forecasting, Forecast Validation and Demand Planning change the operating workflow described. Value requires verifiable data and constraints, explicit business ownership and measurable outcomes; the principal failure mode is adopting or automating the signal without changing the underlying decision.