Liminal

Liminal Insights Inc., founded in 2015 by Princeton technologists, develops advanced ultrasound and machine learning solutions for battery manufacturing. Their EchoStat® system enhances cell quality, efficiency, and safety, supporting scalable electric vehicle battery production.

Company Location

Country:

United States

City:

Emeryville, California

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Company Overview

Liminal Insights Inc., founded in 2015 by Princeton University technologists and Activate entrepreneurial fellows, is headquartered in Emeryville, California, United States. The company develops advanced ultrasound and machine learning inspection solutions for battery manufacturing processes, aiming to improve cell quality, cost efficiency, and safety while enabling scalable, high-quality EV battery production.

Battery Technology

EchoStat® integrates ultrasound inspection with machine learning analytics to perform non-destructive, high-speed quality inspections across prismatic, pouch, and cylindrical cells. It delivers detailed analytics on electrolyte saturation quality, real-time monitoring of production variations, and predictive performance insights, enabling continuous process refinement and waste reduction.

Products

EchoStat® is a flagship non-destructive inspection system combining ultrasound and AI-driven analytics. It supports multiple cell formats, identifies defects early, provides detailed electrolyte saturation quality metrics, real-time monitoring, and predictive analytics to optimize battery production.

Recent Projects

In 2024, Liminal secured a $10 million strategic investment from LG Technology Ventures, formed a strategic partnership with Schneider Electric to integrate ultrasound-based metrology into EV battery automation systems, and was recognized as a 2024 Global Cleantech 100 company for its sustainable innovation.

Investors

In 2024, LG Technology Ventures led a $10M strategic round. Other investors include ArcTern Ventures, Chrysalix Venture Capital, Good Growth Capital, University of Tokyo Edge Capital Partners, Northvolt, Ecosystem Integrity Fund, Impact Science Ventures, Helios Climate Ventures, Volta Energy Technologies and Chailease Holdings.

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