Macro-Eyes used AI and machine learning through its core technology product – STRIATA - in Sierra Leone to optimize essential medicines forecasting. The session will present methodology, results, lessons learned, and replicability of the approach. The objective of the session is to share lessons learned in leveraging existing data to deliver proactive supply chain decision-making for essential medicines, and to encourage thinking on how the methodology can be scaled and deployed in other geographies and contexts.