India's digital public infrastructure has created unprecedented opportunities to deploy AI in healthcare but scaling solutions beyond pilots remains a challenge. This panel brings together leaders from public health, medicine, and data science to examine what it truly takes to implement AI at the grassroots. Drawing on real-world case studies and research, the session explores data readiness, ethics, workforce capacity, and system integration needed to responsibly translate AI innovation into equitable health outcomes.