EdgeImpulse
AcquiredSan Jose, US · Founded 2019 · Delaware corporation · 95 employees on LinkedIn · 8 known investors
Embedded machine learning for intelligent devices
Also known as Edge Impulse · Edge Impulse Inc. · EdgeImpulse Inc.
Founders & leadership
EdgeImpulse was founded in 2019 by Zachary Shelby.
Investors · 8
Reported raises · per SEC filings
Form D private placements$52.8M disclosed across 3 rounds · 2020–2021
▶$34MraisedDec 2021 · 7 investors · ComputersRule 506(b)
- Zachary ShelbyExecutive Officer, Director
- Offering amount
- $34M
- Amount sold
- $34M
- Minimum investment
- $206.6K
- First sale
- Dec 2021
- Incorporated
- Corporation, Delaware, 2019
- Federal exemptions
- 06b
▶$15MraisedMay 2021 · 8 investors · ComputersRule 506(b)
- Zachary ShelbyExecutive Officer, Director
- Offering amount
- $15M
- Amount sold
- $15M
- Minimum investment
- $25K
- First sale
- May 2021
- Incorporated
- Corporation, Delaware, 2019
- Federal exemptions
- 06b
▶$3.8MraisedJul 2020 · 5 investors · ComputersRule 506(b)
- Zach ShelbyExecutive Officer, Director
- Offering amount
- $4M
- Amount sold
- $3.8M
- Minimum investment
- $70K
- First sale
- Jul 2020
- Incorporated
- Corporation, Delaware, 2019
- Federal exemptions
- 06b
Source: SEC EDGAR Form D. Amounts as filed; amended filings shown once at their latest values.
Valuation · disclosed
Disclosed eventsSource: SEC prospectus filings, and round valuations the company or its investors disclosed — follow each entry's link for the claim.
Company profile
researched Aug 2026Edge Impulse (EdgeImpulse Inc.) develops an end-to-end edge AI MLOps platform used to build, optimize, deploy and monitor machine learning models that run directly on edge hardware. The platform covers the full workflow — data collection and preparation, model training, optimization, one-click deployment and post-deployment monitoring — through an interface designed to require little or no code, targeting hardware ranging from microcontrollers (MCUs) to CPUs, GPUs and NPUs. Typical applications include sensor-based inference, computer vision, audio events and speech recognition, and, following the Qualcomm acquisition, generative AI on Qualcomm Dragonwing processors.
The company positions its tooling as replacing manual steps such as formatting data, hand-coding and training model architectures, and converting and compiling models for target devices, allowing teams to move from experimentation to production-ready solutions in shorter timeframes. Deployment targets span a broad third-party hardware partner base as well as Qualcomm silicon, and the platform interoperates with Qualcomm Technologies' edge AI workflow and tools including Qualcomm AI Hub and Foundries.io. Use cases cited include healthcare wearables, industrial IoT, retail, security, energy and utilities, supply chain management and asset management, plus hearables, home audio and smart home applications.
Edge Impulse operates under a Responsible AI License and states community-first and transparent-engineering principles. Following its March 2025 acquisition by Qualcomm Technologies, it integrates operations with Qualcomm while maintaining its own offices, employees and website; its corporate contact address is listed care of Qualcomm Incorporated in San Diego, California.
Founding story
Edge Impulse was founded in 2019 by Zach Shelby and Jan Jongboom, who met while working on IoT systems at UK chip company Arm. Shelby, an engineer and entrepreneur from Finland, and Jongboom, from the Netherlands, set out to democratize machine learning on edge compute for developers. According to Shelby, they recognized that microcontroller compute capability had grown enough to run domain-specific AI models onboard, creating many use cases for moving AI from the cloud to the edge, but that a missing piece was an easy way to build, optimize and deploy such models onto those devices.
Business model
Edge Impulse provides a software development and MLOps platform for embedded and edge AI, offered to individual developers and to enterprise teams. Its site references a Developer Plan and separate Enterprise terms of service, indicating a tiered developer/enterprise offering. Since March 2025 it operates as a subsidiary unit of Qualcomm, complementing Qualcomm's chipset roadmap, software architecture, services and developer resources.
Platform-based software offering with distinct developer and enterprise tiers; reported revenue of $14.7 million in 2023.
Traction
The company reports engagement with more than 170,000 developers who have created over 450,000 unique ML projects, and states that its team of 75 people has helped companies ship millions of AI-enabled devices. Reported 2023 revenue was $14.7 million, and total funding raised was reported as $54.3 million as of March 2025.
Latest developments
Qualcomm announced its agreement to acquire Edge Impulse on 10 March 2025, with the company's site confirming the acquisition by Qualcomm Technologies Inc. in March 2025; Qualcomm framed the deal as strengthening its Dragonwing IoT and edge AI portfolio and developer enablement. Edge Impulse says its team and mission remain unchanged and that it keeps its own offices, employees and website. Subsequent product and content activity includes support for the Arduino UNO Q, a more efficient audio embedding model from its research team, and the release of edgeimpulse_ros for edge AI perception in ROS 2. It was named CIOReview's Top Edge AI Development Platform for 2026 (with a February 2026 cover story) and one of STL Partners' top 50 edge companies to watch in 2026.
▸Full profile — market position, technology, go-to-market, geography, history, risks & controversies
Market position
Edge Impulse is described in industry coverage as a pioneer in on-device machine learning, and as a strategic development-tool provider for manufacturers of neural processors, AI-enabled MCUs, SoCs and modules, particularly for TinyML in ultra-low-power designs. Recognition includes Gartner Cool Vendors in Edge Computing (2022), Best Edge AI Developer Tool at the Edge AI and Vision Product of the Year awards (2021 and 2022), Best in Machine Learning Platforms at the AI Tech Awards (2023), Embedded Computing Design Best in Show for AI & Machine Learning (2024), STL Partners' top 50 edge companies to watch in 2026, and CIOReview's Top Edge AI Development Platform for 2026. Commentary following the Qualcomm acquisition suggested the company's priorities may shift toward Qualcomm's industrial and enterprise IoT focus, creating openings for other vendors in consumer-oriented development ecosystems.
Edge Impulse combines the full edge AI workflow — data preparation, training, optimization, deployment and monitoring — in one low-code/no-code platform with broad hardware portability across MCUs, CPUs, GPUs and NPUs, rather than tying developers to a single silicon target. Proprietary optimization technology such as the EON compiler targets constrained devices, and the company states it will remain open to non-Qualcomm platforms after the acquisition while accelerating integration with Qualcomm devices and development kits.
Technology
The platform automates data collection and preparation, simplifies model training, provides advanced model optimization, and supports one-click deployment to many hardware classes including MCUs, CPUs, GPUs and NPUs. Notable components include the Edge Optimized Neural (EON) compiler, named Best Innovation of the Year at the tinyML Summit in 2021, and an AI labeling tool that received the Embedded Award 2025. The company also publishes an audio embedding model developed by its research team and edgeimpulse_ros, an edge AI perception integration for ROS 2. The platform supports TinyML in ultra-low-power designs and integrates with Qualcomm AI Hub and Foundries.io.
Go-to-market
Developer-led adoption supported by free and enterprise platform tiers, documentation, community channels (forum, Discord, GitHub, Hackster), events and blog content, alongside partnerships across the hardware ecosystem including silicon vendors and development-kit makers. Post-acquisition distribution extends to Qualcomm's Dragonwing developer community.
Embedded and edge AI developers as well as enterprise engineering teams. The platform is used by Fortune 100 companies deploying AI globally, and by customers in healthcare wearables, industrial IoT, retail, security, energy and utilities, supply chain management, asset management, and hearables, wearables, home audio and smart home segments.
Geography
Headquartered in California, with an earlier registered address at 3031 Tisch Way, Plaza West, San Jose; the corporate contact address is now listed care of Qualcomm Incorporated at 5775 Morehouse Drive, San Diego, California. The company describes deployment across a global hardware ecosystem and Fortune 100 customers deploying AI globally.
History
The company was founded in 2019 in Silicon Valley. In December 2021 it reported raising $34 million, described in press coverage as a Series B at a $234 million valuation. The company reported revenue of $14.7 million in 2023. On 10 March 2025 — one day before the opening of Embedded World in Nuremberg — Qualcomm announced an agreement to acquire Edge Impulse for an undisclosed sum, initially subject to customary closing conditions; the company's own site states the acquisition by Qualcomm Technologies Inc. completed in March 2025. Post-acquisition, Edge Impulse retains its team, offices and website while integrating operations with Qualcomm.
Risks & controversies
Industry commentary raised the possibility that, under Qualcomm ownership, Edge Impulse's roadmap priorities will be set largely by Qualcomm's industrial and enterprise IoT targets, potentially deprioritizing consumer, personal and home application requirements and prompting developers in those segments to seek alternative partners. The acquisition was announced subject to customary closing conditions, and the transaction price was not disclosed.
Compiled by commissioned research from 5 cited public sources — announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed — not independently audited.
Founder mafia
2 people who came through EdgeImpulse went on to found or lead other companies.
Timeline · 10
launches, deals, and filingsCIOReview named Edge Impulse the Top Edge AI Development Platform for 2026; the company earned the cover story in February 2026.
Qualcomm announced an agreement to acquire Edge Impulse for an undisclosed sum to strengthen machine learning software capabilities for its Dragonwing line of AI chips; the acquisition was initially subject to customary closing conditions, and Edge Impulse's site states the acquisition by Qualcomm Technologies Inc. completed in March 2025. Edge Impulse integrates operations with Qualcomm while keeping its own offices, employees and website.
Edge Impulse's AI labeling tool received the annual embedded award, which honors innovations in embedded system technologies.
Gartner analysts named Edge Impulse one of four vendors simplifying development of complex edge applications and fast-tracking ML.
Edge Impulse Inc. announced it raised $34 million in an initial filing from an offering of $34 million, recorded as a venture round of undisclosed series.
$34M source ↗
The Edge Optimized Neural (EON) compiler was named Best Innovation of the Year at the 2021 tinyML Summit.
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
Legal entities · 1
corporate structureIn the news
▸Research sources · 5
primary sources listed
- EdgeImpulse Inc. $34 Million funding round 2021-12-22fundz.net · web
5 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does EdgeImpulse do?
- Edge Impulse is an end-to-end edge AI MLOps platform for building and deploying embedded ML models, now a Qualcomm company.
- Who founded EdgeImpulse?
- EdgeImpulse was founded by Zachary Shelby in 2019.
- Who are EdgeImpulse's investors?
- EdgeImpulse's investors include Acrew Capital, Canaan Partners, Cerity Partners Ventures, Fika, Momenta Ventures, Coatue Management, Fika Ventures, Knollwood Investment Advisory.
- How much funding has EdgeImpulse raised?
- EdgeImpulse has disclosed $52.8M raised across 3 rounds.
- Where is EdgeImpulse headquartered?
- EdgeImpulse is headquartered in San Jose, US.