Small AI is essential for scaling solutions in the Global South via data-efficient computing, low-resource datasets, and localized edge inference. Grounded in responsible, local contexts, this session provides a roadmap for ML practitioners in India and beyond to achieve scale. Through a technical lens, we examine how affordable, scalable AI deployment can advance UN Sustainable Development Goals (SDGs), offering global leadership and technical insights into driving meaningful social impact through localized, accessible technology.