Spot the weakest cell before it leaks energy

Anomaly detection gives warning when a single battery cell runs hot or drifts out of balance, long before the next test.

Live cell alerts table with one cell running hot

When the vehicle says all is fine, that is the real challenge

The problem is that the battery’s own system often says everything is fine. In a 2026 study of 1,114 vehicles, it missed 93% of the worst packs.

Fleet operators know the evening before which truck or bus will not make its route. They plan another vehicle instead of facing a missed delivery or a contract penalty. Storage operators spot the weak cell without waiting for the yearly test. And because every cell is monitored continuously, insurers get the data they ask for. That helps lower fire insurance premiums for depots and storage sites.

Electric buses at depot chargers seen from above

Real time alerts on every cell

Anomaly detection watches every battery cell in real time. When a cell runs hot or drifts out of balance, it raises a flag long before the next test. Battery protect looks at the whole pack. Anomaly detection finds the one cell that is off.

Anomaly detection is used by grid scale storage operators, logistics companies, fleet charging providers, leasing companies and insurers. They use it to catch a battery problem before it turns into downtime or damage.