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