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