98% Accuracy across 3K+ Images for Street Maintenance AI

A municipal department maintaining urban cleanliness and infrastructure needed 3,000+ street images annotated to power its AI maintenance system. Images shot in rain, fog, and low light, plus pedestrians and vehicles obscuring litter, potholes, and amenities, made precise labeling tough.