The session examines how AI can better serve citizens when grounded in local data ecosystems, languages, and institutional realities. Through expert insights, it highlights co-created, inclusive AI as public infrastructure for official statistics, featuring innovations from the Global South and national institutions. The panel discussion shows how locally rooted approaches enhance relevance, legitimacy, and trust in data-driven governance, strengthening evidence-based policymaking and responsive public services.