In this talk, Carla presents the existing literature and contributions already done in the field of XAI, including a prospect toward what is yet to be reached. She also provides newcomers to the field of XAI with an overview that can serve as reference material in order to stimulate future research advances, but also to encourage professionals from other disciplines to embrace the benefits of AI in their activity sectors, without any prior bias for its lack of interpretability.