Quality built into every process step.
Quality management for industrial operations — from formation curve anomaly detection to weld inspection documentation. Catch defects at the point of origin, not at end-of-line or in the field.
Quality economics
Capabilities
From sensor to rejection in real time.
Formation AI
Track each cell through 50,000-200,000 data points during formation. Flag cells with anomalous curves before cycle completion — recovering yield that would escape as warranty liability.
In-Line Inspection
Automated X-ray and vision inspection data correlated with formation behavior and physical defect incidence. Build a digital thread from electrode coating to final test.
Process Control
Coating weight deviations, dry room humidity excursions, and formation temperature anomalies detected and flagged in real time with corrective action recommendations.
Traceability
Cell-level digital thread from raw material through production to field deployment. Every cell's cycle life, capacity retention, and degradation history tracked for warranty and second-life valuation.
Recover yield. Prevent escapes.
Quality management that catches defects at the point of origin — not at end-of-line, not in the field, not at warranty claim.