SIM box fraud presents a substantial 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 loss. Implementing a robust revenue assurance strategy is paramount to curbing this pervasive issue. A comprehensive