Global humanitarian needs have surged due to escalating armed conflicts, climate-induced disasters, and political instability. Anticipatory action in the humanitarian sector is regarded as a key tool to help address this surge. This column discusses the potential for AI-based forecasting systems to inform anticipatory action in the humanitarian sector as well as the barriers to realising this potential. It then proposes areas of collaboration between academic researchers and humanitarians to