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Edge Case Research

Transportation · Pittsburgh, United States · Founded 2013

Works with autonomous vehicle and robotic systems and component developers to make their systems and software safer and more reliable MoreLess

Edge Case Research specializes in providing safety assurance solutions for autonomous systems, ensuring their safe deployment in real-world scenarios. The company serves clients across various industries including automotive, mining, defense, insurance, and aerospace. Operating in the autonomous mobility market, Edge Case Research employs a business model centered around delivering live safety cases, which are comprehensive reports that define and measure the safety of autonomous systems. These safety cases are backed by appropriate standards, metrics, and best practices, enabling clients to achieve scalable, data-driven risk management solutions. The company generates revenue through consulting services and its proprietary software platform, nLoop, which supports the creation and maintenance of these safety cases. Edge Case Research's mission is to ensure that autonomous vehicles are safe, reliable, and trustworthy, thereby facilitating their integration into society. The company operates globally, with offices in Pittsburgh and Munich, and offers remote working options for its team members.

Keywords: autonomous systems, safety assurance, risk management, automotive, mining, defense, insurance, aerospace, nLoop, data-driven.

Company overview

Edge Case Research company information

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

Status
Operational
Founded
2013
Headquarters
Pittsburgh, United States
Employees
48
Open positions
None listed
Dealroom signal
70.6
Investment activity
1 companies
Capital deployed
Preferred round
Unknown
client focusb2btechnologyArtificial IntelligencetechnologyDeep TechtechnologyMachine LearningtechnologyAutonomous & Sensor TechtechnologyIoT InternetOfThingssub industryAutonomous & Sensor TechsectorAutomotivesectorEmbedding TechnologysectorCore AIsectorAutonomous MobilitysectorSpinoutsectorAI ApplicationssectorDT and LS

Valuation & funding

Edge Case Research funding history

Company financing events and reported valuations.

Deal typeDateAmountValuationInvestorsSource
SERIES AEquity / VC May 2021 $12M $48M Yabeo Capital
EARLY VCEquity / VC May 2020 $8M $32M Undisclosed
SEEDEquity / VC Jun 2019 $7M $28M Lockheed Martin Global · Liberty Mutual Strategic Ventures · Ansys
SPINOUTOther financing Jan 2013 $0 Carnegie Mellon University
Showing 4 recorded eventsUnlock the complete deal history →

Financials

Workforce over time

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

YearEmployees
2026 48
2025 46
2024 44
2023 50
2022 66
2021 65
2020 51
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Growth signals

Edge Case Research website traffic

Latest recorded traffic for Edge Case Research is 670 monthly website visits, down 68.1% over the last three months. Edge Case Research's team grew 4.3% over the past year.

Latest monthly visits670 3-month web change-68.1% 1-year team growth+4.3%
Monthly website visits43 observations · Jun 2018–Jan 2022
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Comparisons

Edge Case Research 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 →

Capital deployed

Edge Case Research investments and acquisitions

Recent portfolio relationships for companies that also act as investors or acquirers.

Talent graph

Edge Case Research's talent

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Team profiled 6 named & role-tagged
Founders Hidden — book a demo/100 quality score
Key operators 4 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

9 investors on Edge Case Research's cap table

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

Seed 3 investors entered at this stage
Lockheed Martin Global
Liberty Mutual Strategic Ventures
Ansys
Series A 1 investor entered at this stage
Yabeo Capital
Other known 5 additional known investors
Carnegie Mellon University
412 Venture Fund
BlueTree Allied Angels
Reinforced Ventures
Small Business Innovation Research

Global footprint

Where Edge Case Research has talent and traffic

Workforce by country
2 countries with
team presence
🇺🇸 United States97%
🇩🇪 Germany3%
2 countries shown

In the news

Latest news about Edge Case Research

Recent press, funding announcements, and product moves mentioning Edge Case Research — open to read from the original sources.

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Market sentiment

What the market is saying about Edge Case Research

An AI-synthesized read of the highest-engagement posts about Edge Case Research 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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