Nature Climate Change, Published online: 25 September 2026; doi:10.1038/s41558-026-02759-xClimate action requires inclusive dialogue among diverse stakeholders to help inform decision-making for governance and planning. We examine how generative artificial intelligence (GenAI) could broaden participation and support synthesis across regions, disciplines and participants, while underscoring the importance of human authority to safeguard AI.