In global football administration, data is the ultimate competitive edge. Multi-club organizations like City Football Group (CFG) manage extensive networks of scouts filing thousands of player evaluations weekly. From Buenos Aires to Manchester, these reports form the backbone of a multi-million-pound recruitment apparatus. However, an operational friction point naturally emerges: human data entry. When scouts log technical evaluations rapidly across diverse match environments, missing fields, t