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. This paper 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. The paper is not intended to be interpreted or treated as an academic or peer-reviewed paper. Instead, it is a compilation of introductory research intended for a broad audience. The paper is aimed at humanitarian practitioners and leaders who would like to gain a general knowledge on Generative AI or would like to gain insight on trending strategies for mainstreaming Generative AI tools within their organization. By providing main topics of concern and recommendations, we lay out the landscape of capabilities and potential pathways for safe and responsible adoption of Generative AI. Organizations can select key takeaways and narrow down investigations on each topic