National-platform integration needs early agreementsFrom Muqawil Platform — Release 4Integration agreements with the data-owning agencies and the bus operator slipped 11 weeks because they only started after the contract award.Recommendation: Start integration requests and their agreed time limits during feasibility, and plan a full integration sprint.Open the lesson
Data governance comes before the analytics platformFrom Project Tracking Platform — National PhaseAt the initiation gate the Project Steering Committee made NDMO classification of contractor and project data a condition.Recommendation: Tie any analytics or AI request to the data-governance outputs and name the data owners before evaluation.Open the lesson