Introducing Gowl Detector: a realtime AI gowl detection system. Identify gowls with 96.2% accuracy, a new state-of-the-art surveillance benchmark. Fully automated arbitrary categorisation and mass judgement at scale. Even under challenging conditions with high occlusion and rapid camera movement, our system can detect up to 1,300 GPM (Gowls Per Minute).