Up to 70% of energy storage degradation comes from cell inconsistency.
Recover the cycle life lost to cell inconsistency.
ChocolateCare safeguards the full life of the station with a digital twin, inconsistency quantification, degradation forecasting, and operation recommendations.
Multi-level virtual replica across cell, module, rack, and system.
Measure capacity spread, voltage variance, and inconsistency index at scale.
Predict remaining cycle life, revenue impact, and degradation probability.
Operational guidance for charge profile, thermal strategy, and maintenance schedule.
