As governments increasingly apply AI tools, how can evidence guide their use towards effective and equitable public service delivery of targeted schemes? This session, featuring a researcher presentation followed by a panel discussion with experts, highlights findings from a randomised study that tested whether machine learning can improve the targeting of social services. Building on these results, the participants will learn how rigorous evidence can help adopt AI to strengthen state capacity and broaden political participation.