Reliability AI grew out of years spent troubleshooting motor and rotating equipment failures in cement, mining, and heavy industrial plants. We kept seeing the same expensive mistake: a vibration alarm goes off, a mechanic is dispatched, and hours later the real cause turns out to be a loose lug connection or a phase imbalance an electrician could have caught in minutes. We built the RED sensor to close that gap — reading both electrical and mechanical fault signatures from the same waveform, so the right person gets dispatched the first time.