SIM box fraud presents a substantial threat to telecom operators' revenue streams. These illicit devices circumvent legitimate billing systems, allowing fraudulent calls and SMS traffic to pass through undetected. To effectively combat this menace, telecom providers must implement robust revenue assurance measures. This includes strengthening fraud