Security teams identified coverage gaps during off-peak shifts and weather-affected patrol windows.
Autonomous patrol routes were introduced in phases to validate reliability before full perimeter rollout.
Escalation checkpoints were added for human verification and incident handoff when anomalies were detected.
The result was steadier perimeter visibility with less manual patrol fatigue across large zones.