Every power transformer produces a characteristic vibration pattern shaped by its construction, its load, and the condition of its core and windings. VIE reads that pattern continuously across three axes, corrected for weather and load, referenced against a virtual model built from the transformer's geometry. When the pattern deviates from what the model predicts, that deviation is the earliest available signal of a developing fault.