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Best Edge AI Platforms Software

Adam Crivello
AC
Researched and written by Adam Crivello

Edge AI platforms facilitate the deployment and management of artificial intelligence (AI) and machine learning (ML) models directly on edge devices. These devices—which include IoT sensors, mobile phones, embedded systems, and other hardware at the network's edge—process data locally without sending it to centralized cloud servers. Edge AI platforms provide tools and frameworks for developing AI models optimized for edge computing, deploying these models onto devices, and monitoring their performance in real time.

Companies use these technologies to reduce latency, enhance data privacy, and enable real-time decision-making by processing data where it is generated. By performing AI computations on the edge, organizations can minimize bandwidth usage, reduce dependence on network connectivity, and improve the responsiveness of applications. This is particularly crucial in industries like manufacturing, healthcare, autonomous vehicles, and retail, where immediate insights and actions are essential.

There is some overlap between edge AI platforms and data science and machine learning platforms, but edge AI platforms specifically focus on running AI workloads on edge devices rather than in centralized data centers. Edge AI platforms empower devices to operate independently, providing immediate insights without the delays associated with cloud communication.

To qualify for inclusion in the Edge AI Platforms category, a product must:

Provide tools or frameworks for developing or deploying AI and ML models specifically optimized for edge devices
Support the execution of AI algorithms or models directly on edge devices without reliance on constant cloud connectivity
Offer management and monitoring capabilities for AI workloads on edge devices, including model updates, performance tracking, and scalability across multiple devices
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Best Edge AI Platforms Software At A Glance

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G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.

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31 Listings in Edge AI Platforms Available
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Edge Impulse is an end-to-end platform for edge AI application development. We enable developers to use their own sensor, audio and vision data to train AI models for classification, regression an

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 64% Small-Business
    • 36% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Edge Impulse Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Capabilities
    2
    Ease of Use
    2
    Features
    1
    Flexibility
    1
    Machine Learning
    1
    Cons
    Lack of Guidance
    1
    Lack of Tools
    1
    Limited Customization
    1
    Missing Features
    1
    Model Limitations
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Qualcomm
    Year Founded
    1985
    HQ Location
    San Diego, CA
    Twitter
    @Qualcomm
    441,225 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    51,279 employees on LinkedIn®
    Ownership
    NASDAQ:QCOM
Product Description
How are these determined?Information
This description is provided by the seller.

Edge Impulse is an end-to-end platform for edge AI application development. We enable developers to use their own sensor, audio and vision data to train AI models for classification, regression an

Users
No information available
Industries
No information available
Market Segment
  • 64% Small-Business
  • 36% Enterprise
Edge Impulse Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Capabilities
2
Ease of Use
2
Features
1
Flexibility
1
Machine Learning
1
Cons
Lack of Guidance
1
Lack of Tools
1
Limited Customization
1
Missing Features
1
Model Limitations
1
Seller Details
Seller
Qualcomm
Year Founded
1985
HQ Location
San Diego, CA
Twitter
@Qualcomm
441,225 Twitter followers
LinkedIn® Page
www.linkedin.com
51,279 employees on LinkedIn®
Ownership
NASDAQ:QCOM
(2)5.0 out of 5
Optimized for quick response
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Ultralytics is a prominent player in the field of vision AI, specializing in advanced computer vision solutions through its innovative YOLO (You Only Look Once) models. Designed to assist users in var

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Ultralytics Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Deployment Ease
    2
    Ease of Use
    2
    Efficiency
    2
    AI Technology
    1
    Automation
    1
    Cons
    Poor Documentation
    2
    AI Limitations
    1
    Confusing Documentation
    1
    Deployment Issues
    1
    Insufficient Learning Resources
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2022
    HQ Location
    5001 Judicial Way Frederick, MD 21703, USA
    Twitter
    @ultralytics
    6,607 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    37 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Ultralytics is a prominent player in the field of vision AI, specializing in advanced computer vision solutions through its innovative YOLO (You Only Look Once) models. Designed to assist users in var

Users
No information available
Industries
No information available
Market Segment
  • 100% Mid-Market
Ultralytics Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Deployment Ease
2
Ease of Use
2
Efficiency
2
AI Technology
1
Automation
1
Cons
Poor Documentation
2
AI Limitations
1
Confusing Documentation
1
Deployment Issues
1
Insufficient Learning Resources
1
Seller Details
Company Website
Year Founded
2022
HQ Location
5001 Judicial Way Frederick, MD 21703, USA
Twitter
@ultralytics
6,607 Twitter followers
LinkedIn® Page
www.linkedin.com
37 employees on LinkedIn®

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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Userful™ is a leading provider of IT solutions for core enterprise operations and mission-critical environments. Userful’s unified software platform provides modernized services and management through

    Users
    No information available
    Industries
    • Information Technology and Services
    • Libraries
    Market Segment
    • 49% Mid-Market
    • 32% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Userful Infinity Platform Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    32
    Reliability
    15
    Features
    12
    Flexibility
    10
    User Interface
    10
    Cons
    Complexity
    6
    Expensive
    6
    Hardware Limitations
    6
    Learning Curve
    5
    Rebooting Issues
    5
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2015
    HQ Location
    San Ramon, CA
    Twitter
    @Userful
    1,885 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    93 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Userful™ is a leading provider of IT solutions for core enterprise operations and mission-critical environments. Userful’s unified software platform provides modernized services and management through

Users
No information available
Industries
  • Information Technology and Services
  • Libraries
Market Segment
  • 49% Mid-Market
  • 32% Small-Business
Userful Infinity Platform Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
32
Reliability
15
Features
12
Flexibility
10
User Interface
10
Cons
Complexity
6
Expensive
6
Hardware Limitations
6
Learning Curve
5
Rebooting Issues
5
Seller Details
Year Founded
2015
HQ Location
San Ramon, CA
Twitter
@Userful
1,885 Twitter followers
LinkedIn® Page
www.linkedin.com
93 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Terminus Group's AIoT Platform is a comprehensive solution designed to integrate Artificial Intelligence (AI) and the Internet of Things (IoT) to enhance urban management and operational efficiency. T

    We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2009
    HQ Location
    Hamilton, NZ
    LinkedIn® Page
    www.linkedin.com
    28 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Terminus Group's AIoT Platform is a comprehensive solution designed to integrate Artificial Intelligence (AI) and the Internet of Things (IoT) to enhance urban management and operational efficiency. T

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
Industries
No information available
Market Segment
No information available
Seller Details
Year Founded
2009
HQ Location
Hamilton, NZ
LinkedIn® Page
www.linkedin.com
28 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    ATOM™-Lite is a compact and energy-efficient AI accelerator designed for edge inference applications. Operating in a Half Height Half Length (HHHL) form factor, it seamlessly integrates into workstati

    We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2020
    HQ Location
    Seoul, KR
    LinkedIn® Page
    www.linkedin.com
    186 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

ATOM™-Lite is a compact and energy-efficient AI accelerator designed for edge inference applications. Operating in a Half Height Half Length (HHHL) form factor, it seamlessly integrates into workstati

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
Industries
No information available
Market Segment
No information available
Seller Details
Year Founded
2020
HQ Location
Seoul, KR
LinkedIn® Page
www.linkedin.com
186 employees on LinkedIn®
0 ratings
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Awiros is an enterprise Video AI platform that enables organizations to develop, deploy, and manage computer vision applications for large-scale automation across industries. Founded in 2015 by Vikra

    We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Awiros
    Year Founded
    2015
    HQ Location
    Gurgaon, IN
    LinkedIn® Page
    www.linkedin.com
    111 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Awiros is an enterprise Video AI platform that enables organizations to develop, deploy, and manage computer vision applications for large-scale automation across industries. Founded in 2015 by Vikra

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
Industries
No information available
Market Segment
No information available
Seller Details
Seller
Awiros
Year Founded
2015
HQ Location
Gurgaon, IN
LinkedIn® Page
www.linkedin.com
111 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    AWS Greengrass is software that lets you run local compute, messaging, data caching, sync, and ML inference capabilities for connected devices in a secure way. With AWS Greengrass, connected devices c

    Users
    No information available
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 38% Small-Business
    • 33% Enterprise
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,218,945 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    152,002 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Product Description
How are these determined?Information
This description is provided by the seller.

AWS Greengrass is software that lets you run local compute, messaging, data caching, sync, and ML inference capabilities for connected devices in a secure way. With AWS Greengrass, connected devices c

Users
No information available
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 38% Small-Business
  • 33% Enterprise
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,218,945 Twitter followers
LinkedIn® Page
www.linkedin.com
152,002 employees on LinkedIn®
Ownership
NASDAQ: AMZN
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Azure IoT Edge is a fully managed service that delivers cloud intelligence locally and makes hybrid cloud and Internet of Things (IoT) solutions a reality.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 50% Small-Business
    • 33% Enterprise
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Microsoft
    Year Founded
    1975
    HQ Location
    Redmond, Washington
    Twitter
    @microsoft
    13,087,439 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    226,132 employees on LinkedIn®
    Ownership
    MSFT
Product Description
How are these determined?Information
This description is provided by the seller.

Azure IoT Edge is a fully managed service that delivers cloud intelligence locally and makes hybrid cloud and Internet of Things (IoT) solutions a reality.

Users
No information available
Industries
No information available
Market Segment
  • 50% Small-Business
  • 33% Enterprise
Seller Details
Seller
Microsoft
Year Founded
1975
HQ Location
Redmond, Washington
Twitter
@microsoft
13,087,439 Twitter followers
LinkedIn® Page
www.linkedin.com
226,132 employees on LinkedIn®
Ownership
MSFT
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Balena is a complete set of tools for building, deploying, and managing fleets of connected Linux devices.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 50% Mid-Market
    • 25% Enterprise
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    balena
    Year Founded
    2013
    HQ Location
    London, GB
    Twitter
    @balena_io
    6,028 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    74 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Balena is a complete set of tools for building, deploying, and managing fleets of connected Linux devices.

Users
No information available
Industries
No information available
Market Segment
  • 50% Mid-Market
  • 25% Enterprise
Seller Details
Seller
balena
Year Founded
2013
HQ Location
London, GB
Twitter
@balena_io
6,028 Twitter followers
LinkedIn® Page
www.linkedin.com
74 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    The Hailo Dataflow Compiler (DFC) is a pivotal component of the Hailo AI Software Suite, designed to facilitate the seamless deployment of deep learning models onto Hailo's AI processors. It streamlin

    We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Hailo
    Year Founded
    2017
    HQ Location
    Tel Aviv-Yafo, Tel Aviv District, Israel
    LinkedIn® Page
    www.linkedin.com
    298 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

The Hailo Dataflow Compiler (DFC) is a pivotal component of the Hailo AI Software Suite, designed to facilitate the seamless deployment of deep learning models onto Hailo's AI processors. It streamlin

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
Industries
No information available
Market Segment
No information available
Seller Details
Seller
Hailo
Year Founded
2017
HQ Location
Tel Aviv-Yafo, Tel Aviv District, Israel
LinkedIn® Page
www.linkedin.com
298 employees on LinkedIn®
0 ratings
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    DEEPX offers a comprehensive suite of AI chips designed to deliver exceptional performance and efficiency across a wide range of applications. Their product lineup includes the DX-M1, DX-M1M, DX-V3, a

    We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    DEEPX
    Year Founded
    2018
    HQ Location
    Seongnam-si, KR
    LinkedIn® Page
    www.linkedin.com
    93 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

DEEPX offers a comprehensive suite of AI chips designed to deliver exceptional performance and efficiency across a wide range of applications. Their product lineup includes the DX-M1, DX-M1M, DX-V3, a

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
Industries
No information available
Market Segment
No information available
Seller Details
Seller
DEEPX
Year Founded
2018
HQ Location
Seongnam-si, KR
LinkedIn® Page
www.linkedin.com
93 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Terminus Group's Edge Computing solutions are designed to enhance the performance and efficiency of smart city infrastructures by processing data closer to its source. This approach reduces latency, c

    We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2009
    HQ Location
    Hamilton, NZ
    LinkedIn® Page
    www.linkedin.com
    28 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Terminus Group's Edge Computing solutions are designed to enhance the performance and efficiency of smart city infrastructures by processing data closer to its source. This approach reduces latency, c

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
Industries
No information available
Market Segment
No information available
Seller Details
Year Founded
2009
HQ Location
Hamilton, NZ
LinkedIn® Page
www.linkedin.com
28 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    EdgeRunner AI offers an air-gapped, personalized AI assistant designed to enhance productivity, decision-making, and operational efficiency across various industries. Operating entirely offline, EdgeR

    We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2024
    HQ Location
    Seattle, US
    LinkedIn® Page
    www.linkedin.com
    23 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

EdgeRunner AI offers an air-gapped, personalized AI assistant designed to enhance productivity, decision-making, and operational efficiency across various industries. Operating entirely offline, EdgeR

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
Industries
No information available
Market Segment
No information available
Seller Details
Year Founded
2024
HQ Location
Seattle, US
LinkedIn® Page
www.linkedin.com
23 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Fovea EDGE is an advanced Edge AI solution designed to automate complex visual inspection tasks in industrial settings, delivering real-time, high-precision defect detection directly on the shop floor

    We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2019
    HQ Location
    Bangalore, IN
    LinkedIn® Page
    www.linkedin.com
    44 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Fovea EDGE is an advanced Edge AI solution designed to automate complex visual inspection tasks in industrial settings, delivering real-time, high-precision defect detection directly on the shop floor

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
Industries
No information available
Market Segment
No information available
Seller Details
Year Founded
2019
HQ Location
Bangalore, IN
LinkedIn® Page
www.linkedin.com
44 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Google AI Edge Deploy AI across mobile, web, and embedded applications

    We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
    Industries
    No information available
    Market Segment
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Google
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    31,569,666 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    325,935 employees on LinkedIn®
    Ownership
    NASDAQ:GOOG
Product Description
How are these determined?Information
This description is provided by the seller.

Google AI Edge Deploy AI across mobile, web, and embedded applications

We don't have enough data from reviews to share who uses this product. Leave a review to contribute, or learn more about review generation.
Industries
No information available
Market Segment
No information available
Seller Details
Seller
Google
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
31,569,666 Twitter followers
LinkedIn® Page
www.linkedin.com
325,935 employees on LinkedIn®
Ownership
NASDAQ:GOOG