The research draws attention to a question that all companies ask themselves nowadays: "Is it possible, and if so, how can Artificial Intelligence be integrated into the company and its processes?". This thesis specifically deals with the role that Artificial Intelligence could play if integrated correctly within Project Management processes, and it has the aim of exploring how machine learning technologies can support decision-making processes in the early stage of projects. The work arises from the need to identify operational ways to introduce AI tools in organizational contexts, defining a methodological framework that guides their implementation in an effective and sustainable way.