business cases , Predictive Analytics, Data Lineage, non-functional requirements, prompt engineering strategies, data ownership, data augmentation, semantic specifications, Privacy, Ai, Business Processes, AI use cases, value hypotheses, Security, KPIs, user journeys, data reporting automation, target-state workflows, synthetic data generation, metadata requirements, success measures, business adoption, UAT change management