• HOME
  • CATEGORIES

    • CATEGORIES

    • Application Development

      • Observability Platforms
      • Integrated Development Environment (IDE) Software
      • Enterprise Agile Planning Tools
      • Integration Platform as a Service
      • AI-Augmented Software Testing Tools
      • View All
    • Artificial Intelligence

      • AI Code Assistants (Transitioning to AI Coding Agents)
      • Generative AI Knowledge Management Apps/General Productivity
      • AI Application Development Platforms
      • Conversational AI Platforms
      • Artificial Intelligence Applications in IT Service Management (Transitioning to AI Applications in IT Service Management)
      • View All
    • Cloud Computing

      • Backup and Data Protection Platforms
      • Cloud Database Management Systems
      • Strategic Cloud Platform Services
      • Server Virtualization (Transitioning to Server Virtualization Platforms)
      • Hybrid Cloud Storage
      • View All
    • Customer Relationship Management

      • Contact Center as a Service
      • CRM Customer Engagement Center
      • Digital Experience Platforms
      • Web Content Management
      • Field Service Management
      • View All
    • Data and Analytics

      • Analytics and Business Intelligence Platforms
      • Data Science and Machine Learning Platforms (Transitioning to AI Platforms For Data Science and Machine Learning)
      • Data Integration Tools
      • Process Mining Platforms (Transitioning to Process Intelligence Platforms)
      • Data and Analytics Governance Platforms
      • View All
    • Education

      • Manager and Leadership Training
      • Corporate Learning Technologies
      • eLearning Authoring Tools
      • Higher Education Student Information System Software as a Service (Transitioning to Higher Education SaaS Student Information Systems)
      • Digital Learning Content Providers
      • View All
    • Enterprise Networking and Communications

      • Unified Communications as a Service
      • Global WAN Services
      • Edge Distribution Platforms
      • Intranet Packaged Solutions
      • SD-WAN
      • View All
    • Finance

      • Expense Management Software
      • Financial Close and Consolidation Solutions
      • Financial Planning Software
      • Cloud Financial Management Tools
      • Accounts Payable Applications
      • View All
    • Healthcare and Life Sciences

      • Medical Device Security Solutions (Transitioning to Medical Device Risk Management Platforms)
      • Health Navigation Solutions
      • Claim Editor Software
      • Revenue Cycle Management Software (Transitioning to Revenue Cycle Management Solutions)
      • Digital Health Platforms (Transitioning to Healthcare Provider Industry Cloud Platforms)
      • View All
    • Human Resources

      • Employee Recognition and Reward Systems
      • Workforce Management Applications (Transitioning to Workforce Management (WFM) Technology)
      • Digital Employee Experience Management Tools
      • Talent Acquisition (Recruiting) Suites
      • Cloud HCM Suites for Regional and/or Sub-1,000 Employee Enterprises
      • View All
    • IT Infrastructure and IoT

      • Enterprise Wired and Wireless LAN Infrastructure (Transitioning to Enterprise Wired and Wireless LAN)
      • IT Service Management Platforms
      • Endpoint Management Tools
      • Container Management
      • Infrastructure Monitoring Tools
      • View All
    • IT Security

      • Endpoint Protection Platforms
      • Email Security
      • Managed Detection and Response
      • Security Information and Event Management
      • Security Awareness Computer-Based Training
      • View All
    • Legal

      • Contract Life Cycle Management
      • Electronic Signature
      • Governance, Risk and Compliance Tools, Assurance Leaders
      • Compliance Monitoring Solutions
      • E-Discovery Solutions
      • View All
    • Manufacturing

      • Enterprise Asset Management Software
      • Manufacturing Execution Systems
      • Global Industrial IoT Platforms
      • PLM Software in Discrete Manufacturing Industries
      • Computer-Aided Design (CAD) Software
      • View All
    • Marketing

      • Video Editing Software
      • Email Marketing
      • Multichannel Marketing Hubs
      • Voice of the Customer Platforms
      • Customer Data Platforms
      • View All
    • Productivity and Collaboration

      • Document Management
      • Collaborative Work Management
      • Visual Collaboration Applications
      • Knowledge Management (KM) Software
      • Adaptive Project Management and Reporting
      • View All
    • Public Sector and Government

      • Government ERP Solutions
      • Government Budgeting and Planning Solution
      • Cloud-Based ERP for U.S. Local Government
      • Citizen Service Delivery
      • Government Contracting Software
      • View All
    • Retail

      • Digital Commerce
      • Digital Commerce Payment Vendors (Transitioning to Digital Commerce Payment Platforms)
      • Retail Workforce Management Applications (Transitioning to Retail Workforce Management Technology)
      • Retail Assortment Management Applications: Long Life Cycle Products
      • Digital Shelf Analytics
      • View All
    • Sales

      • Revenue Enablement Platforms
      • Configure, Price and Quote Applications
      • Sales Force Automation Platforms (Transitioning to CRM Sales Platforms)
      • Revenue Intelligence (Transitioning to Revenue Action Orchestration)
      • Search and Product Discovery
      • View All
    • Supply Chain Management

      • Supply Chain Planning Solutions
      • Transportation Management Systems
      • Real-Time Transportation Visibility Platforms
      • Warehouse Management Systems
      • Supply Chain Strategy, Planning and Operations Consulting
      • View All
    • Utilities

      • Geospatial Information Systems for Energy and Utilities
      • Mobile Workforce Management Software for Utilities (Transitioning to Mobile Workforce Management Solutions for Power and Utilities)
      • Energy Management and Optimization Systems
      • Energy Trading and Risk Management
      • Advanced Distribution Management Systems
      • View All
    • Browse All Categories
  • FOR VENDORS

    • FOR VENDORS

    • Log In to Vendor Portal
    • Get Started
  • REVIEWS

    • REVIEWS

    • Write a Review
    • Product Reviews
    • Vendor Directory
    • Product Comparisons
  • GARTNER PEER COMMUNITY™
  • GARTNER.COM
  • Community GuidelinesListing GuidelinesBrowse VendorsRules of EngagementFAQPrivacyTerms of Service
    ©2026 Gartner, Inc. and/or its affiliates.
    All rights reserved.
  • Categories

      • Application Development
      • Artificial Intelligence
      • Cloud Computing
      • Customer Relationship Management
      • Data and Analytics
      • Education
      • Enterprise Networking and Communications
      • Finance
      • Healthcare and Life Sciences
      • Human Resources
      • IT Infrastructure and IoT
      • IT Security
      • Legal
      • Manufacturing
      • Marketing
      • Productivity and Collaboration
      • Public Sector and Government
      • Retail
      • Sales
      • Supply Chain Management
      • Utilities
      Browse All Categories

      Application Development

      69 markets
      • Observability Platforms
      • Integrated Development Environment (IDE) Software
      • Enterprise Agile Planning Tools
      • Integration Platform as a Service
      • AI-Augmented Software Testing Tools
      • API Management
      • Enterprise Low-Code Application Platforms
      • Robotic Process Automation
      • Business Process Automation Tools
      • DevOps Platforms (Transitioning to DevSecOps Platforms)
      • Business Orchestration and Automation Technologies
      • Enterprise Architecture Tools
      • Custom Software Development Services
      • Code Review Tools
      • Digital Adoption Platforms
      • Domain Registrars
      • Game Engine Software
      • Website Builders
      • Public Cloud IT Transformation Services (Transitioning to Public Cloud Optimization and Transformation Services)
      • Developer Productivity Insight Platforms
      • API Generation Software
      • Feature Management
      • AI Agents for Application Developers
      • Application Platforms (Transitioning to Cloud-Native Application Protection Platforms)
      • Application Crowdtesting Services
      • Prototyping Software
      • Mobile App Analytics
      • Test Data Management
      • Virtual Reality Development Software
      • Green Software Engineering
      • Application Testing Services, Worldwide (Transitioning to Quality Engineering Services)
      • Application Integration Platforms
      • Event Brokers
      • AI-Augmented Code Modernization Tools
      • Independent Third-Party Software Support of Megavendors
      • Digital Twin of an Organization Platforms
      • Application Development Life Cycle Management (Transitioning to DevOps Platforms)
      • Microsoft 365 Implementation and Support Services
      • BPM-Platform-Based Case Management Frameworks
      • Microsoft Product Support Services
      • Product Roadmapping Tools for Software Engineering
      • AI Agent Development Platforms for Software Engineering
      • Multiexperience Development Platforms
      • Application Portfolio Management Tools
      • Application Composition Platform
      • Internal Developer Portals
      • Load Testing Tools
      • Cloud Development Environments
      • Mobile Development Frameworks
      • SAP S/4HANA Application Services, Worldwide (Transitioning to Cloud ERP Services)
      • B2B Gateway Software
      • Blockchain Consulting and Proof-of-Concept Development Services
      • Citizen Application Development Platforms
      • Mobile Application Testing Services
      • Value Stream Management Platforms
      • API and MCP Testing Tools
      • Oracle Cloud Application Services, Worldwide (Transitioning to Cloud ERP Services)
      • SAP Application Services, Worldwide
      • SAP SuccessFactors Service Providers (Transitioning to Cloud ERP Services)
      • Service Mesh
      • Business-Outcome-Driven Enterprise Architecture Consulting (Retired)
      • Oracle Application Services, Worldwide (Transitioning to Cloud ERP Services)
      • Rapid Mobile App Development Tools
      • SAP Selective Test Data Management Tools
      • Augmented Reality Development Software
      • Blockchain as a Service
      • Mobile Application Management (Transitioning to Endpoint Management Tools)
      • Mobile Back-End Services
      • R&D Outsourcing Providers
      View More
  • For Vendors

    • Log In to Vendor Portal 

    • Get Started 

  • Write a Review

Join / Sign In
  1. Home
  2. /
  3. Edge Impulse
Logo of Edge Impulse

Edge Impulse

byEdge Impulse
in Edge AI Solutions
4.4

Overview

Product Information on Edge Impulse

Updated 17th October 2025

What is Edge Impulse?

Edge Impulse, a Qualcomm company, is the trusted edge AI platform for developing edge AI solutions and deploying them to edge devices from vendors across the global hardware ecosystem. Our tools and technology enable developers and enterprise teams to streamline and accelerate the process of building, delivering, and optimizing embedded AI and machine learning solutions using real-world data. Edge Impulse was acquired by Qualcomm Technologies Inc. as part of its ongoing strategic investment in IoT transformation and expansion of Qualcomm’s leadership in AI capabilities that power AI-enabled products and services across IoT. Edge Impulse customers have access to accelerated support and resources for key edge AI use cases on Qualcomm’s IoT hardware, and Qualcomm customers can seamlessly leverage Edge Impulse’s intuitive edge AI development workflows to help significantly accelerate deployment of AI in IoT solutions.

Edge Impulse Pricing

Overall experience with Edge Impulse

Engineer
3B - 10B USD, Manufacturing
FAVORABLE

“Product Praised for Ease but Improvement Needed in IAR Library Integration”

5.0
Feb 3, 2026
Helpful team. Quick support. Able to develop and iterate very efficiently
SW Architect
500M - 1B USD, Consumer Goods
CRITICAL

“Excellent tool with some issues in deployment to big embedded systems”

3.0
Jun 3, 2025
The service works super great in data handling and training the models and the performance of the output is great. Some issues are with warnings from the delivery object and some difficulties with multi-impulse feature.

About Company

Company Description

Updated 1st March 2024

Edge Impulse is a software platform that helps companies run machine learning models on real world devices that make decisions and offer insights where data is gathered. The platform accelerates time to market, improves ML outcomes, and de-risks on-device deployment so users can develop and productize next generation products and solutions. The platform offers the power to seamlessly manage machine learning for the edge, including data acquisition, signal processing, ML training, model testing, and creating a deployable model that can run efficiently on an edge device from MCU to CPU to GPU.

Company Details

Updated 26th February 2025
Company type
Private
Year Founded
2019
Head office location
San Jose, United States
Number of employees
51 - 200
Website
https://www.edgeimpulse.com

Do You Manage Peer Insights at Edge Impulse?

Access Vendor Portal to update and manage your profile.

Key Insights

A Snapshot of What Matters - Based on Validated User Reviews

Reviewer Insights for: Edge Impulse
Performance of Edge Impulse Across Market Features

Edge Impulse Likes & Dislikes

Like

1) Ease of use 2) Support and resources 3) Useful features

Like

Ease of use, good documentation and great API

Like

It's versatile, hardware agnostic, user-friendly

Dislike

- Lack of layer normalization - Lack of learning rate scheduler - Generic IAR library needs some work to get going

Dislike

The customized libraries from other sources cause headache. Symbol duplication in causing issues in the end product as TensorFlowMicro uses same functions, but they get added many times and then the ROM consumption increases.

Dislike

Overall it's quite intuitive, but some functions need unnecessarily many clicks. From time to time training is much slower than average. It is well documented, but the documentation is a bit scattered.

Top Edge Impulse Alternatives

Logo of AWS Edge Services
1. AWS Edge Services
4.5
(11 Ratings)
Logo of NVIDIA EGX Platform
2. NVIDIA EGX Platform
5
(3 Ratings)
Logo of LatentAI
3. LatentAI
4.5
(2 Ratings)
View All Alternatives

Peer Discussions

Edge Impulse Reviews and Ratings

4.4

(14 Ratings)

Rating Distribution

5 Star
71%
4 Star
14%
3 Star
14%
2 Star
0%
1 Star
0%
Why ratings and reviews count differ?

Customer Experience

Evaluation & Contracting

4.3

Integration & Deployment

4.2

Service & Support

4.8

Product Capabilities

4.4

Filter Reviews
Sort By:
Most helpful
Last 12 Months
Star Rating
Reviewer Type
Reviewer's Company Size
Reviewer's Industry
Reviewer's Region
Reviewer's Job Function
  • Engineer
    1B-10B USD
    Manufacturing
    Review Source

    Product Praised for Ease but Improvement Needed in IAR Library Integration

    5.0
    Feb 3, 2026
    Helpful team. Quick support. Able to develop and iterate very efficiently
  • Senior Lecturer
    Gov't/PS/Ed
    Government
    Review Source

    Versatile Edge AI Platform Offers Hardware Agnostic Functionality Across Devices

    5.0
    Jul 1, 2025
    The product is very versatile, you can do pretty much anything related to Edge AI, regardless of device.
  • SW Architect
    50M-1B USD
    Consumer Goods
    Review Source

    Excellent tool with some issues in deployment to big embedded systems

    3.0
    Jun 3, 2025
    The service works super great in data handling and training the models and the performance of the output is great. Some issues are with warnings from the delivery object and some difficulties with multi-impulse feature.
  • Staff Engineer
    10B+ USD
    Energy and Utilities
    Review Source

    Prohibitive Pricing for PoCs, But Excellent Ease of Use and Interface

    3.0
    May 29, 2025
    I had a wonderful experience utilizing the platform to build AI models for the company. There were deficiencies back when I used the platform. It had no support for classical models. I hope it has changed now.
  • Director of IT
    <50M USD
    IT Services
    Review Source

    Ease of use and deployment options to edge

    4.0
    Oct 22, 2024
    User friendly interface with good documentation. No issues encountered so far
Showing Result 1-5 of 16

Recommended Gartner Insights

Gartner Peer Insights content consists of the opinions of individual end users based on their own experiences, and should not be construed as statements of fact, nor do they represent the views of Gartner or its affiliates. Gartner does not endorse any vendor, product or service depicted in this content nor makes any warranties, expressed or implied, with respect to this content, about its accuracy or completeness, including any warranties of merchantability or fitness for a particular purpose.

This site is protected by hCaptcha and its Privacy Policy and Terms of Use apply.


Software reviews and ratings for EMMS, BI, CRM, MDM, analytics, security and other platforms - Peer Insights by Gartner
Community GuidelinesListing GuidelinesBrowse VendorsRules of EngagementFAQsPrivacyTerms of Use

©2026 Gartner, Inc. and/or its affiliates.

All rights reserved.