
We're building a camera-first AI platform that transforms how teams build, debug, and maintain physical hardware—especially robotics and mechatronics systems. Point your phone at any setup—controllers, sensors, actuators, wiring, mechanics—and our AI instantly identifies every component, spots potential issues, and explains exactly what's wrong with clear confidence scores and visual evidence. No more guessing, no more hours lost hunting down one bad connection. While reviewing scan results, teams can chat or use hands-free voice to ask "what should I photograph next?" or "how do I fix this wiring problem?" and the AI walks you through solutions step-by-step, right there on the floor. We auto-generate production-ready starter code—Arduino/PlatformIO projects and ROS/ROS 2 packages complete with accurate pin maps, driver configuration, inline comments, and calibration procedures—so your team hits a known-good baseline fast, then builds from there instead of debugging basics. The platform analyzes visual cues and system logs to forecast time-to-failure, flags urgent issues, and recommends preventive actions so you avoid costly downtime instead of reacting to it. And through our Debug Room, distributed teams can jump into the same scan session, annotate problems in real-time, and capture successful fixes as reusable playbooks that turn tribal knowledge into institutional knowledge and get new hires up to speed faster. This isn't just another diagnostic tool—it's how modern hardware teams will work.
15 Feb 2026