SIM box fraud presents a grave threat to mobile network operators globally. This illicit activity involves the exploitation of unauthorized equipment to bypass legitimate voice and SMS traffic, resulting in substantial revenue leakage. Implementing a robust revenue assurance system is paramount to mitigating this pervasive issue. A comprehensive ap