This session demonstrates how multi-stakeholder collaboration on Responsible AI builds inclusive ecosystems and advances sustainable development across health, education, climate resilience, and public sector innovation. It showcases scalable partnership models—such as blended finance, compute sharing, open data, and capacity building—reviews progress since the Hamburg Declaration on Responsible AI for the SDGs, and identifies actionable pathways for future collaboration and impact.