Patented AIoT platform that fuses computer vision, optimized inspection algorithms, ubiquitous connectivity and a user-friendly System‑as‑a‑Service dashboard to deliver instant situational insights from edge sensors. Designed for utilities, municipalities, agencies and property owners to detect equipment reliability issues and hazards and to proactively prevent outages and utility‑ignited wildfires.