Recall Risk

A single fire incident affects the brand image of the organization. Root cause analysis through data is the key to identifying the reason for the fire & misbehaviour of the battery.

Warranty Issues

Without clear insight into battery performance & health, it was difficult to set warranty conditions and promise today a behaviour several years from the day of manufacture

Unreliable Range Prediction

Predicting range very accurately is still a challenge as it requires a holistic approach to determine range in real-time

Frequent Service & Breakdown

Lack of understanding to identify problems at the source translates to quality issues and operational loss at the customer's end