This presentation is about seasonal Agro-climate or pastoral climate outlook which is a collaborative effort between Ethiopian Institute of Agricultural Research, IQQO, and Alliance Bioversity and CIAT. It discusses the ongoing current activities, challenges in creating high-quality seasonal forecasts, and the potential benefits of this work.