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