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