AI and predictive analytics are increasingly being piloted to predict humanitarian crises and needs. However, crisis-affected communities are rarely involved in designing, testing or managing these tools. In this blog we introduce our research on ‘collective crisis intelligence’ (CCI), an emerging innovation approach that offers an alternative trajectory for AI development in the humanitarian sector.