Aptiv's battery management software uses electrochemical models to create a digital twin of an electric vehicle's battery, allowing it to predict the battery's future state, combat degradation, enable the fastest possible charge, and evolve over the lifetime of the vehicle.

In light of recent supply chain disruptions, suppliers and OEMs need to stop designing supply chain networks that are "just in time." A resilient supply chain needs to be designed for "just in case".