Battery manufacturing AI Target battery manufacturers seeking non-destructive cell inspection and process control. Liminal's EchoStat platform combines ultrasound and ML to improve yield, quality, and reliability, presenting a compelling value proposition for customers aiming to reduce lifetime costs in production.

Emeryville positioning Leverage Liminal's location in Emeryville, CA to engage West Coast battery makers and universities collaborating on clean energy, as well as national labs and accelerator programs that may reward partnerships or pilot projects.

Scale and capabilities Highlight the platform’s ability to inspect multiple manufacturing stages non-destructively, offering a scalable analytics solution that supports clients as they expand production lines and pursue higher throughputs in EV battery manufacturing.

Strategic partnerships Capitalizing on current NSF, DOE, and Shell/NREL Game Changer accelerators and cyclotron road heritage, pursue opportunities with funded research programs, government-supported pilots, and potential grant-influenced deployments.

Financial and growth signals With a revenue range of one to ten million and substantial total funding, position Liminal as a lean, investor-backed innovator capable of rapid pilots and co-development deals with mid-market battery producers seeking advanced analytics to accelerate time-to-market.