The system fuses multi-source sensor data: AI vision models analyze the target’s silhouette, flight pattern, and optical flow in real time, while RF fingerprinting and ADS-B broadcast matching provide additional confirmation. A comprehensive identification confidence level is generated; interception is authorized only when the confidence exceeds the threshold and complies with the rules of engagement. Otherwise, the drone maintains tracking and alerting, preventing accidental strikes on friendly camera drones or law enforcement UAVs.