Not included: Standalone dashboard/reporting-system development, ongoing reporting, machine-learning models, data engineering, database administration, or unlimited exploratory research. Revisions cover adjustments to the agreed analysis and deliverables and do not include additional business objectives, new analytical questions, new data sources, or expansion of the original project scope.