InfraWatch AI uses the open-weight Qwen2.5-VL vision model to detect and classify public infrastructure damage from citizen-uploaded images. It evaluates severity and safety risk, prioritizes repairs, tracks issues through an authority dashboard, monitors infrastructure health, and provides transparent contractor performance rankings. The platform combines open-source AI, Agent Skills, model evaluation, and a full-stack civic-tech workflow to make infrastructure maintenance faster and more accountable.