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Liminal Insights

Transportation · Emeryville, United States · Founded 2015

Battery manufacturing intelligence provider that combines ultrasound technology with machine learning to deliver advanced insights that empower manufacturers MoreLess

Liminal Insights is a startup that operates in the electric vehicle (EV) battery manufacturing industry. The company's primary focus is on improving the data and analytics used in the production of EV batteries, a critical component in the transition to a more sustainable, clean energy future. Liminal's main product is EchoStat®, an advanced inspection and analytics platform that provides real-time insights into the battery manufacturing process. This tool allows manufacturers to identify and rectify design or production flaws promptly, leading to improved quality, productivity, and reduced defects.

Liminal's clients are primarily EV battery manufacturers who are looking to scale up their operations to meet the growing demand for electric vehicles. By using EchoStat®, these manufacturers can speed up their production times by up to 50%, reduce the cost of scrap, and better predict battery performance. This not only helps them save money but also ensures the production of high-quality, reliable batteries.

The company's business model revolves around selling their EchoStat® platform to these manufacturers. They generate revenue from the sale of the platform and potentially from ongoing support or subscription services related to the platform. Liminal's recent recognition on the 2024 Global Cleantech 100 list highlights their commitment to innovation and sustainability, key factors in their growth strategy.

Keywords: Electric Vehicle, Battery Manufacturing, Data Analytics, Quality Control, Production Efficiency, EchoStat®, Sustainability, Clean Energy, Innovation, Industrial Automation.

Company overview

Liminal Insights company information

The essential company record, classifications and operating signals in one place.

Status
Operational
Founded
2015
Headquarters
Emeryville, United States
Employees
67
Open positions
4
Dealroom signal
73.7
client focusb2bsub industryEnergy Storagebusiness modelManufacturingsectorIndustrial AutomationsectorLithium-Ion BatteriessectorBatterysectorSpinoutsectorSustainable Development GoalssectorEV Battery ProductionsectorEV BatterysectorClimate TechsectorElectric MobilityindustryEnergyindustryTransportation

Valuation & funding

Liminal Insights funding history

Company financing events and reported valuations.

Deal typeDateAmountValuationInvestorsSource
SERIES AEquity / VC Feb 2023 $18M $70M Good Growth Capital · UTEC - The University of Tokyo Edge Capital Partners · Helios Climate Ventures · Impact Science Ventures
SERIES AEquity / VC Apr 2022 $8M $32M Impact Science Ventures · UTEC - The University of Tokyo Edge Capital Partners · Chrysalix Venture Capital · Volta Energy Technologies
EARLY VCEquity / VC Jun 2019 $2M $8M Chrysalix Venture Capital
GRANTOther financing Sep 2018 $1.4M US National Science Foundation
GRANTOther financing Aug 2017 $1.8M ARPA-E
SUPPORT PROGRAMOther financing Aug 2016 The Strauch Cleantech to Market Program
GRANTOther financing Jun 2016 US National Science Foundation
SPINOUTOther financing Jan 2015 Princeton University
Showing 8 recorded eventsUnlock the complete deal history →

Financials

Workforce over time

Available workforce history. Financial fields without reported data are omitted.

YearEmployees
2026 68
2025 65
2024 65
2023 82
2022 65
Company filings, research estimates and Dealroom dataOpen the full financial model →

Growth signals

Liminal Insights website traffic

Latest recorded traffic for Liminal Insights is 3.2K monthly website visits, up 18.5% over the last three months. Liminal Insights's team grew 3.1% over the past year.

Latest monthly visits3.2K 3-month web change+18.5% 1-year team growth+3.1%
Monthly website visits46 observations · Oct 2022–Jul 2026
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Comparisons

Liminal Insights compared with similar companies

Dealroom’s weighted taxonomy model identifies the closest operating peers. Company identity and context stay open; selected comparison metrics preview what is available in the platform.

Showing 8 of the closest matchesCompare every metric →

Talent graph

Liminal Insights's talent

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Team profiled 11 named & role-tagged
Founders Hidden — book a demo/100 quality score
Key operators 3 quality Hidden — book a demo/100
Potential founders Hidden — book a demo likely future founders
Startup mafia Hidden — book a demo alumni-founded startups
Talent movements Hidden — book a demo in · Hidden — book a demo out past 12 months

Source: Dealroom Talent Intelligence.

Investors

19 investors on Liminal Insights's cap table

Sourced from Dealroom's funding and investor records. Investor profile links are shown where available.

Seed 2 investors entered at this stage
US National Science Foundation
ARPA-E
Series A 11 investors entered at this stage
Chrysalix Venture Capital
UTEC - The University of Tokyo Edge Capital Partners
Good Growth Capital
Impact Science Ventures
Volta Energy Technologies
Incite
Elemental Excelerator
Helios Climate Ventures
Ecosystem Integrity Fund
Northvolt
ArcTern Ventures
Other known 6 additional known investors
Princeton University
The Strauch Cleantech to Market Program
Elemental Impact
LG Technology Ventures
Small Business Innovation Research
The Ecosystem Integrity Fund

Global footprint

Where Liminal Insights has talent and traffic

Workforce by country
5 countries with
team presence
🇺🇸 United States75%
🇨🇦 Canada12.5%
🇵🇱 Poland4.2%
🇰🇷 South Korea4.2%
🇯🇵 Japan4.2%
5 countries shown

In the news

Latest news about Liminal Insights

Recent press, funding announcements, and product moves mentioning Liminal Insights — open to read from the original sources.

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Market sentiment

What the market is saying about Liminal Insights

An AI-synthesized read of the highest-engagement posts about Liminal Insights on X over the past 7 days. We rank by likes & retweets, ignore corporate channels, and surface the themes that broke out from real people.

Reading the room on X — pulling top posts and synthesizing themes…

Source: X recent search ranked by engagement (likes + retweets) · Synthesis by Claude · Cached for 1 hour

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