This dissertation investigates the potential of Artificial Intelligence (AI) in transformingdecision-making processes within funding agencies, which include governmental, quasigovernmental, and private organizations that finance research and innovation. These agencies arecrucial in directing scientific inquiry and innovation by funding projects that meet their strategicand societal goals. The study seeks to determine how AI can improve the efficiency,transparency, and objectivity of fundi