This stage focuses on project readiness by planning resource allocation, estimating budgets, and creating timelines. It includes designing the technical architecture, specifying Gen AI requirements and detailed designs, planning interfaces, and outlining data collection strategies, all of which are finalized with stakeholder approval to ensure alignment before implementation.