This paper is a compilation of findings from a literature review as well as key informant interviews with AI experts and humanitarians pushing the agenda for digital innovation in humanitarian action. It is presented as a think-brief in order to help start a conversation or help provide a concrete stepping stone for those interested in topics of Generative AI.