This session showcases practical deployment experiences, highlighting how AI is transforming disease surveillance, diagnostics, and last-mile delivery in resource-limited settings. Through high-level keynotes, real-world case studies, and a panel discussion on "From Innovation to Institutionalisation," the session explores scalable implementation models, regulatory frameworks, and ethical data governance. By convening policymakers, industry innovators, and administrators, the session defines an actionable roadmap for scaling AI-driven solutions within government infrastructure, fostering high-impact partnerships to strengthen public-health delivery.