Cities today are drowning in unstructured citizen feedback that is often toxic, noisy and impossible to quantify. In this session, we introduce Deliberate, an AI platform powered by Novelcore’s agentic backbone (KAOS) that transforms chaotic public dialogue into decision-grade intelligence. We invite forward-thinking policy makers to join our exclusive Live Pilot Program, designed to demonstrate how Argumentation Mining and Knowledge Graphs can reduce time-to-insight by 95% and provide defensible, data-backed foundations for your next policy decision.