Abstract: Disclosed herein are methods, systems, and non-transitory computer readable mediums for generating a shareable genealogical summary for a target individual. An example method includes receiving a request from a user to generate a shareable genealogical summary about a target user. The method generates the shareable genealogical summary comprising a genealogical history of the target user. The method provides genealogical information for the target user to a machine-learning language model. The genealogical information includes a family tree. The method receives a response generated by executing the machine-learning language model from a model serving system. The method provides the shareable genealogical summary for display to the user.