Liminal develops and provides ultrasound and machine learning inspection solutions for battery manufacturing. Their EchoStat platform offers non-destructive, in-line, at-line, and off-line inspection of prismatic, pouch, and cylindrical cells across various chemistries. These solutions help battery manufacturers detect quality issues, optimize production processes, and accelerate yield ramp from cell development through high-volume manufacturing.