Social spending supports vulnerable groups through public or private funds. A new two-part framework proposes an AI-driven clearinghouse to improve evidence-based decision-making. It includes “living” reviews that automatically update research and a chatbot that guides users in selecting equitable, culturally relevant, and cost-effective preventive interventions. This platform would make evidence more current, actionable, and accessible to advance population-level prevention