A Monday. An unusual outlier in the wallbox forecast.
Our system raised a flag. The sustainability manager took a look. The explanation: a new company car had been fully charged for the first time overnight.
No error. No fault. But an event that briefly changed the pattern – and that the system had recognised immediately.
This is one of the underrated advantages of an AI-based EMS: it learns the normal behaviour of a site and reports when something deviates from it. Whether a new device, a changed fuse rating or an unusual consumption peak.
People overlook this – not out of carelessness, but simply because the volume of data is too large.
AI sees it. And gives people the chance to decide what’s behind it.