# Best Edge AI Platforms Software

  *By [Adam Crivello](https://research.g2.com/insights/author/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](https://www.g2.com/categories/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




  
  
## How Many Edge AI Platforms Software Products Does G2 Track?
**Total Products under this Category:** 37

### Category Stats (Jun 2026)
- **Average Rating**: 4.74/5 (↓0.03 vs May 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: Userful Infinity Platform (+0.16%) - Among all products in this category, Userful Infinity Platform recorded the largest rating increase compared to last month
*Last updated: June 19, 2026*

  
## How Does G2 Rank Edge AI Platforms Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 400+ Authentic Reviews
- 37+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

  
## Which Edge AI Platforms Software Is Best for Your Use Case?

- **Best Free Software:** [ONE AI](https://www.g2.com/products/one-ware-gmbh-one-ai/reviews)

  
  ## What Are the Top-Rated Edge AI Platforms Software Products in 2026?
### 1. [PolarGrid](https://www.g2.com/products/polargrid/reviews)
  PolarGrid’s edge computing solutions are purpose-built for real-time AI applications. By leveraging NVIDIA’s suite of GPUs and a distributed, low-latency network, we deliver scalable, high-performance compute power that allows real-time inference to thrive.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 3

**Who Is the Company Behind PolarGrid?**

- **Seller:** [PolarGrid](https://www.g2.com/sellers/polargrid)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/polargrid/ (4 employees on LinkedIn®)

**Who Uses This Product?**
  - **Company Size:** 33% Mid-Market, 33% Small-Business



#### What Are Recent G2 Reviews of PolarGrid?

**"[PolarGrid’s Regional Edge Shows Strong Potential for Low-Latency Intelligent IVR](https://www.g2.com/survey_responses/polargrid-review-12945908)"**

**Rating:** 4.0/5.0 stars
*— Hamza K.*

[Read full review](https://www.g2.com/survey_responses/polargrid-review-12945908)

---

**"[Fast, High-Quality STT/TTS and Voice AI with Great Support](https://www.g2.com/survey_responses/polargrid-review-12695009)"**

**Rating:** 4.5/5.0 stars
*— Dmytro U.*

[Read full review](https://www.g2.com/survey_responses/polargrid-review-12695009)

---



### 2. [Gridlight](https://www.g2.com/products/gridlight/reviews)
  Regulated enterprises are effectively shut out of cloud AI. Requirements like HIPAA, PCI DSS, CMMC, and FedRAMP prevent sensitive data from leaving their environments - blocking adoption across healthcare, finance, and government. Gridlight changes that with a fully self-hosted AI platform that runs entirely on your infrastructure. Your data stays put. No exceptions. No cloud required. A curated marketplace of purpose-built AI applications lets teams deploy, manage, and scale workloads on their own hardware - with enterprise-grade security, auditability, and control built in.


  **Average Rating:** 5.0/5.0
  **Total Reviews:** 2

**Who Is the Company Behind Gridlight?**

- **Seller:** [Gridlight](https://www.g2.com/sellers/gridlight)
- **Year Founded:** 2025
- **HQ Location:** Fort Worth, US
- **LinkedIn® Page:** https://www.linkedin.com/company/gridlightai/ (4 employees on LinkedIn®)

**Who Uses This Product?**
  - **Company Size:** 100% Small-Business



#### What Are Recent G2 Reviews of Gridlight?

**"[Secure Local AI with Seamless Model Switching](https://www.g2.com/survey_responses/gridlight-review-12502677)"**

**Rating:** 5.0/5.0 stars
*— Jennifer F.*

[Read full review](https://www.g2.com/survey_responses/gridlight-review-12502677)

---

**"[True AI Autonomy Without Big Cloud Providers—Plus an Effortless Setup](https://www.g2.com/survey_responses/gridlight-review-12508851)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/gridlight-review-12508851)

---



### 3. [ONE AI](https://www.g2.com/products/one-ware-gmbh-one-ai/reviews)
  ONE AI solves a common problem for AI developers: standard AI models often do not reach the required speed or accuracy for real-world edge and vision applications. As a result, developers spend significant time manually tuning models, architectures, and optimizations to achieve acceptable performance. ONE AI automates this process. The platform automatically finds and adapts the right AI model and configuration for a given task, delivering higher accuracy and faster inference without manual trial-and-error. By continuously optimizing models and learning from real data, ONE AI produces reliable, high-performance edge and vision AI while requiring significantly less training data than traditional approaches. ONE AI enables developers to focus on building products instead of manually engineering and optimizing AI models, making it a powerful Edge Impulse alternative for teams that need better performance with less effort.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 2

**Who Is the Company Behind ONE AI?**

- **Seller:** [One Ware](https://www.g2.com/sellers/one-ware)
- **Year Founded:** 2024
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/one-ware/ (11 employees on LinkedIn®)

**Who Uses This Product?**
  - **Company Size:** 100% Small-Business



#### What Are Recent G2 Reviews of ONE AI?

**"[Fast and User-Friendly Platform for Rapid Computer Vision Prototyping](https://www.g2.com/survey_responses/one-ai-review-12228522)"**

**Rating:** 4.5/5.0 stars
*— Marius H.*

[Read full review](https://www.g2.com/survey_responses/one-ai-review-12228522)

---

**"[Create highly efficient AI models, better than anything else on the market currently](https://www.g2.com/survey_responses/one-ai-review-12194123)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Industrial Automation*

[Read full review](https://www.g2.com/survey_responses/one-ai-review-12194123)

---



### 4. [Runyard](https://www.g2.com/products/runyard/reviews)
  Runyard helps you discover AI models that fit your machine. It detects your CPU, GPU, and memory, then recommends models that will run on your hardware or through providers. Browse the Model Radar to compare options, check requirements, and copy ready-to-run commands. Use Anchor API to call multiple model providers from a single port, and build and launch in AI Yard with guides and tooling.


  **Average Rating:** 5.0/5.0
  **Total Reviews:** 2

**Who Is the Company Behind Runyard?**

- **Seller:** [Runyard](https://www.g2.com/sellers/runyard)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)

**Who Uses This Product?**
  - **Company Size:** 100% Small-Business



#### What Are Recent G2 Reviews of Runyard?

**"[A Breakthrough: Finding the Perfect Local AI Models Has Never Been Easier](https://www.g2.com/survey_responses/runyard-review-12559985)"**

**Rating:** 5.0/5.0 stars
*— Nitin R.*

[Read full review](https://www.g2.com/survey_responses/runyard-review-12559985)

---

**"[Runyard Makes Finding the Right AI Models for Your Machine Easy](https://www.g2.com/survey_responses/runyard-review-12560234)"**

**Rating:** 5.0/5.0 stars
*— Ajitha N.*

[Read full review](https://www.g2.com/survey_responses/runyard-review-12560234)

---



### 5. [Edge Impulse](https://www.g2.com/products/edge-impulse/reviews)
  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 and anomaly detection. Our platform is hardware-aware and developers can build models that scale from MCUs to NPUs. We support MLOps from start to finish - from initial data collection to monitoring the model in the field.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 11

**Who Is the Company Behind Edge Impulse?**

- **Seller:** [Qualcomm](https://www.g2.com/sellers/qualcomm)
- **Year Founded:** 1985
- **HQ Location:** San Diego, CA
- **Twitter:** @Qualcomm (441,209 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/qualcomm/ (56,625 employees on LinkedIn®)
- **Ownership:** NASDAQ:QCOM

**Who Uses This Product?**
  - **Company Size:** 64% Small-Business, 36% Enterprise


#### What Are Edge Impulse's Pros and Cons?

**Pros:**

- Capabilities (2 reviews)
- Ease of Use (2 reviews)
- Features (1 reviews)
- Flexibility (1 reviews)
- Machine Learning (1 reviews)

**Cons:**

- Lack of Guidance (1 reviews)
- Lack of Tools (1 reviews)
- Limited Customization (1 reviews)
- Missing Features (1 reviews)
- Model Limitations (1 reviews)


### What Do G2 Reviewers Say About Edge Impulse?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **flexible deployment options** and data enhancement tools of Edge Impulse, enhancing model performance across devices.
- Users find Edge Impulse's **ease of use** outstanding, making machine learning accessible for various edge devices effortlessly.
- Users appreciate the **data augmentation and preprocessing tools** of Edge Impulse, enhancing training data quality and model performance.
- Users value the **flexibility** of Edge Impulse, as it allows efficient model deployment on various edge devices.
- Users praise Edge Impulse for making **machine learning accessible** on edge devices with its user-friendly interface.

**Cons:**

- Users feel the **lack of offline guidance** can hinder their workflow in low connectivity environments.
- Users feel that the **lack of tools** limits support for custom embedded devices and hinders broader adoption.
- Users feel the **limited customization** options restrict building complex models, which may hamper advanced machine learning needs.
- Users feel that the **missing features** in Edge Impulse limit support for custom embedded devices and user experimentation.
- Users find the **model limitations** of Edge Impulse restrict their ability to create complex or specialized models.

#### What Are Recent G2 Reviews of Edge Impulse?

**"[Empowering Edge AI Innovation: A Comprehensive Edge Impulse Review](https://www.g2.com/survey_responses/edge-impulse-review-8506779)"**

**Rating:** 5.0/5.0 stars
*— Alex G.*

[Read full review](https://www.g2.com/survey_responses/edge-impulse-review-8506779)

---

**"[Using Edge as a fairly new user](https://www.g2.com/survey_responses/edge-impulse-review-8506732)"**

**Rating:** 5.0/5.0 stars
*— Georgian C.*

[Read full review](https://www.g2.com/survey_responses/edge-impulse-review-8506732)

---



### 6. [Ultralytics](https://www.g2.com/products/ultralytics/reviews)
  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 various industries, Ultralytics' technology enables real-time object detection and image analysis, making it an essential tool for businesses looking to leverage artificial intelligence for enhanced operational efficiency and decision-making. Targeted at a diverse audience that includes professionals in manufacturing, healthcare, transportation, agriculture, and retail, Ultralytics' offerings cater to organizations seeking to implement AI-driven solutions. The versatility of the YOLO models allows users to address a wide range of use cases, from automating quality control in manufacturing to improving patient outcomes in healthcare settings. By providing accessible and efficient AI tools, Ultralytics empowers businesses to harness the power of computer vision, ultimately driving innovation and growth. Key features of Ultralytics' technology include its remarkable speed and accuracy in image processing, which allows for the analysis of 1.6 billion images daily. This capability is complemented by the ability to train 5 million models per day, ensuring that users have access to the most up-to-date and effective AI tools. The YOLO models are designed to be user-friendly, enabling users with varying levels of technical expertise to implement and benefit from the technology without extensive training or resources. The unique selling points of Ultralytics lie in its commitment to AI accessibility and efficiency. By providing open-source solutions with extensive community support, the company fosters collaboration and innovation within the AI space. The impressive track record of over 110,000 GitHub stars and more than 100 million downloads highlights the widespread adoption and trust in Ultralytics' models. As industries continue to evolve and embrace digital transformation, Ultralytics remains at the forefront, offering cutting-edge solutions that meet the demands of a rapidly changing technological landscape.


  **Average Rating:** 5.0/5.0
  **Total Reviews:** 2

**Who Is the Company Behind Ultralytics?**

- **Seller:** [Ultralytics](https://www.g2.com/sellers/ultralytics)
- **Company Website:** https://ultralytics.com
- **Year Founded:** 2022
- **HQ Location:** 5001 Judicial Way Frederick, MD 21703, USA
- **Twitter:** @ultralytics (8,876 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/ultralytics (37 employees on LinkedIn®)

**Who Uses This Product?**
  - **Company Size:** 100% Mid-Market


#### What Are Ultralytics's Pros and Cons?

**Pros:**

- Deployment Ease (2 reviews)
- Ease of Use (2 reviews)
- Efficiency (2 reviews)
- AI Technology (1 reviews)
- Automation (1 reviews)

**Cons:**

- Poor Documentation (2 reviews)
- AI Limitations (1 reviews)
- Confusing Documentation (1 reviews)
- Deployment Issues (1 reviews)
- Insufficient Learning Resources (1 reviews)


### What Do G2 Reviewers Say About Ultralytics?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **easy deployment** of Ultralytics, enhancing rapid development and adaptation for real-world applications.
- Users value the **ease of use** in Ultralytics for quickly developing and deploying customizable applications.
- Users appreciate the **efficiency** of Ultralytics in deploying optimized models on various edge devices with ease.
- Users value the **efficiency of training and exporting custom models** for seamless deployment on edge devices.
- Users praise the **efficiency of automation** in Ultralytics for deploying optimized models on edge devices.

**Cons:**

- Users find the **documentation lacking** , particularly for advanced scenarios, leading to misunderstandings and errors.
- Users note the **insufficient documentation** for advanced deployment scenarios, impacting their experience with Ultralytics.
- Users find the **confusing documentation** can lead to misunderstandings, despite corrections in subsequent responses from the team.
- Users report **deployment issues** due to inadequate documentation for advanced scenarios and codec support difficulties.
- Users experience **insufficient learning resources** due to outdated documentation and unclear initial responses from the support team.

#### What Are Recent G2 Reviews of Ultralytics?

**"[Easy - Fast - Very good results at first try](https://www.g2.com/survey_responses/ultralytics-review-11773857)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Logistics and Supply Chain*

[Read full review](https://www.g2.com/survey_responses/ultralytics-review-11773857)

---

**"[Edge devices support is Incredible](https://www.g2.com/survey_responses/ultralytics-review-11773759)"**

**Rating:** 5.0/5.0 stars
*— Sahil P.*

[Read full review](https://www.g2.com/survey_responses/ultralytics-review-11773759)

---



### 7. [Userful Infinity Platform](https://www.g2.com/products/userful-infinity-platform/reviews)
  Userful delivers a unifying platform for operational awareness and response. Userful InfinityAI enables anomaly and critical event detection, visualization, communication, and experience into a human-centric workflow. Operating at the convergence of mission-critical control rooms, observability and security, critical event management, and workplace experience, Userful enables organizations to move from fragmented signals to shared strategic situational awareness with effective response. As enterprises grow, Userful's Infinity Platform expands in scale, scope, reach, and intelligence—supporting global operations with software-defined visualization, enterprise workflows, and AI-enabled application that bring clarity to complexity.


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 154

**Who Is the Company Behind Userful Infinity Platform?**

- **Seller:** [Userful Corp.](https://www.g2.com/sellers/userful-corp)
- **Year Founded:** 2015
- **HQ Location:** San Ramon, CA
- **Twitter:** @Userful (1,877 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/61458/ (92 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Information Technology and Services, Libraries
  - **Company Size:** 49% Mid-Market, 32% Small-Business


#### What Are Userful Infinity Platform's Pros and Cons?

**Pros:**

- Ease of Use (32 reviews)
- Reliability (16 reviews)
- Features (12 reviews)
- User Interface (11 reviews)
- Efficiency (10 reviews)

**Cons:**

- Complexity (6 reviews)
- Expensive (6 reviews)
- Hardware Limitations (6 reviews)
- Learning Curve (5 reviews)
- Rebooting Issues (5 reviews)


### What Do G2 Reviewers Say About Userful Infinity Platform?
*AI-generated summary from verified user reviews*

**Pros:**

- Users love the **ease of use** of Userful Infinity Platform, allowing seamless navigation and effortless customization for business needs.
- Users value the **high reliability** of Userful Infinity Platform, ensuring consistent performance and minimal downtime.
- Users appreciate the **exceptional ease of use** of the Userful Infinity Platform, enhancing their daily operations effortlessly.
- Users enjoy the **user-friendly interface** of Userful Infinity Platform, allowing easy customization and efficient device management.
- Users praise the **efficiency** of Userful's platform, simplifying display management and enhancing operational effectiveness.

**Cons:**

- Users find the platform's **complexity** challenging, often feeling lost and overwhelmed with its layout and functionality.
- Users find the **cost prohibitive** , as the initial setup price exceeds typical budget constraints.
- Users face **hardware limitations** , struggling with setup complexities, legacy support, and potential performance issues due to network dependency.
- Users find a **steep learning curve** with the Userful Infinity Platform, leading to confusion in navigation and usage.
- Users report that **rebooting issues** and frequent logout problems disrupt their experience with the Userful Infinity Platform.

#### What Are Recent G2 Reviews of Userful Infinity Platform?

**"[An extensive and high valued piece of software.](https://www.g2.com/survey_responses/userful-infinity-platform-review-10878281)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Banking*

[Read full review](https://www.g2.com/survey_responses/userful-infinity-platform-review-10878281)

---

**"[Seamless Migration and Effortless Real-Time Adjustments](https://www.g2.com/survey_responses/userful-infinity-platform-review-12031404)"**

**Rating:** 5.0/5.0 stars
*— Leanna C.*

[Read full review](https://www.g2.com/survey_responses/userful-infinity-platform-review-12031404)

---


#### What Are G2 Users Discussing About Userful Infinity Platform?

- [What are the benefits and drawbacks of using Userful Infinity Platform for visual display management?](https://www.g2.com/discussions/what-are-the-benefits-and-drawbacks-of-using-userful-infinity-platform-for-visual-display-management)
- [What is Userful Visual Networking Platform used for?](https://www.g2.com/discussions/what-is-userful-visual-networking-platform-used-for)

### 8. [AIoT Platform](https://www.g2.com/products/aiot-platform/reviews)
  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. This platform offers specialized applications tailored for various sectors, including smart firefighting, smart building management, and smart community services.



**Who Is the Company Behind AIoT Platform?**

- **Seller:** [Terminus Technologies](https://www.g2.com/sellers/terminus-technologies)
- **Year Founded:** 2009
- **HQ Location:** Hamilton, NZ
- **LinkedIn® Page:** https://www.linkedin.com/company/terminus-technologies (28 employees on LinkedIn®)






### 9. [ATOM™-Lite](https://www.g2.com/products/atom-lite/reviews)
  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 workstations, edge devices, and laboratory environments. Despite its small size, ATOM™-Lite delivers impressive performance, achieving 32 TFLOPS (FP16) and up to 256 TOPS (INT4), all while consuming a maximum of 65W. This makes it an ideal solution for scenarios where space and power efficiency are critical.



**Who Is the Company Behind ATOM™-Lite?**

- **Seller:** [Rebellions](https://www.g2.com/sellers/rebellions)
- **Year Founded:** 2020
- **HQ Location:** Seoul, KR
- **LinkedIn® Page:** https://www.linkedin.com/company/rebellions-ai (186 employees on LinkedIn®)






### 10. [Awiros](https://www.g2.com/products/awiros/reviews)
  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 Vikram Gupta, whose research began at Carnegie Mellon University, Awiros has grown into a Series A-funded company trusted by Fortune 500 enterprises worldwide. Awiros operates in the computer vision and artificial intelligence software category, serving sectors such as manufacturing, airports and aviation, warehousing and logistics, oil and gas, and critical infrastructure. The platform processes over 2,000 hours of video every minute and supports deployments with 10,000+ cameras, making it suitable for mission-critical use cases. Key features and value propositions: 1. AppStack Marketplace: Access to 120+ ready-to-use Video AI apps for safety, security, SOP monitoring, and quality inspections. 2. Scalable Architecture: Seamlessly add locations, apps, and video/data sources as your needs grow. 3. Proven Enterprise Deployments: Trusted by 50+ major clients, including GMR, Pratt & Whitney, and Mercedes, with some of the world’s largest video analytics projects. 4. Rapid Development: Enables up to 90% faster solution development compared to building from scratch or using generic libraries. 5. Future-Proof Middleware: Acts as a middleware layer, ensuring adaptability to evolving AI technologies and hardware. Awiros empowers organizations to streamline video analytics, improve operational efficiency, and stay ahead in the rapidly evolving field of computer vision.



**Who Is the Company Behind Awiros?**

- **Seller:** [Awiros](https://www.g2.com/sellers/awiros)
- **Year Founded:** 2015
- **HQ Location:** Gurgaon, IN
- **LinkedIn® Page:** https://www.linkedin.com/company/awiros/ (111 employees on LinkedIn®)






### 11. [AWS Greengrass](https://www.g2.com/products/aws-greengrass/reviews)
  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 can run AWS Lambda functions, keep device data in sync, and communicate with other devices securely – even when not connected to the Internet. Using AWS Lambda, Greengrass ensures your IoT devices can respond quickly to local events, use Lambda functions running on Greengrass Core to interact with local resources, operate with intermittent connections, stay updated with over the air updates, and minimize the cost of transmitting IoT data to the cloud. ML Inference is a feature of AWS Greengrass that makes it easy to perform machine learning inference locally on Greengrass Core devices using models that are built and trained in the cloud. AWS Greengrass seamlessly extends AWS to devices so they can act locally on the data they generate, while still using the cloud for management, analytics, and durable storage. With Greengrass, you can use familiar languages and programming models to create and test your device software in the cloud, and then deploy it to your devices. AWS Greengrass can be programmed to filter device data and only transmit necessary information back to the cloud. AWS Greengrass authenticates and encrypts device data at all points of connection using the security and access management capabilities of AWS IoT Core. This way, data is never exchanged between devices when they communicate with each other and the cloud, without proven identity.


  **Average Rating:** 4.1/5.0
  **Total Reviews:** 20

**Who Is the Company Behind AWS Greengrass?**

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud (2,232,483 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®)
- **Ownership:** NASDAQ: AMZN

**Who Uses This Product?**
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 41% Small-Business, 32% Enterprise



#### What Are Recent G2 Reviews of AWS Greengrass?

**"[Low-Latency Edge Processing with Seamless AWS Integration](https://www.g2.com/survey_responses/aws-greengrass-review-12798852)"**

**Rating:** 4.5/5.0 stars
*— SARALA S.*

[Read full review](https://www.g2.com/survey_responses/aws-greengrass-review-12798852)

---

**"[Efficient edge computing](https://www.g2.com/survey_responses/aws-greengrass-review-9128802)"**

**Rating:** 4.5/5.0 stars
*— Mohammed B.*

[Read full review](https://www.g2.com/survey_responses/aws-greengrass-review-9128802)

---


#### What Are G2 Users Discussing About AWS Greengrass?

- [What is AWS Greengrass used for?](https://www.g2.com/discussions/what-is-aws-greengrass-used-for) - 1 comment

### 12. [Azure IoT Edge](https://www.g2.com/products/azure-iot-edge/reviews)
  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.


  **Average Rating:** 4.1/5.0
  **Total Reviews:** 11

**Who Is the Company Behind Azure IoT Edge?**

- **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft)
- **Year Founded:** 1975
- **HQ Location:** Redmond, Washington
- **Twitter:** @microsoft (13,091,739 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/microsoft/ (231,632 employees on LinkedIn®)
- **Ownership:** MSFT

**Who Uses This Product?**
  - **Company Size:** 50% Small-Business, 33% Enterprise



#### What Are Recent G2 Reviews of Azure IoT Edge?

**"[Streamlined experience that can pack a punch](https://www.g2.com/survey_responses/azure-iot-edge-review-1688669)"**

**Rating:** 4.5/5.0 stars
*— John P.*

[Read full review](https://www.g2.com/survey_responses/azure-iot-edge-review-1688669)

---

**"[IoT solution simplified](https://www.g2.com/survey_responses/azure-iot-edge-review-4307698)"**

**Rating:** 5.0/5.0 stars
*— Stacey R.*

[Read full review](https://www.g2.com/survey_responses/azure-iot-edge-review-4307698)

---



### 13. [balena](https://www.g2.com/products/balena/reviews)
  Balena is a complete set of tools for building, deploying, and managing fleets of connected Linux devices.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 4

**Who Is the Company Behind balena?**

- **Seller:** [balena](https://www.g2.com/sellers/balena)
- **Year Founded:** 2013
- **HQ Location:** London, GB
- **Twitter:** @balena_io (5,988 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/5000762/ (72 employees on LinkedIn®)

**Who Uses This Product?**
  - **Company Size:** 50% Mid-Market, 25% Enterprise



#### What Are Recent G2 Reviews of balena?

**"[Balena the best choice for IOT](https://www.g2.com/survey_responses/balena-review-5395385)"**

**Rating:** 5.0/5.0 stars
*— Peter J.*

[Read full review](https://www.g2.com/survey_responses/balena-review-5395385)

---

**"[Very good experience while working with Balena](https://www.g2.com/survey_responses/balena-review-5422507)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/balena-review-5422507)

---


#### What Are G2 Users Discussing About balena?

- [What is balena used for?](https://www.g2.com/discussions/what-is-balena-used-for)

### 14. [Dataflow Complier](https://www.g2.com/products/dataflow-complier/reviews)
  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 streamlines the process of translating high-level neural network models into optimized, hardware-compatible representations, ensuring efficient execution on Hailo's hardware platforms.



**Who Is the Company Behind Dataflow Complier?**

- **Seller:** [Hailo](https://www.g2.com/sellers/hailo)
- **Year Founded:** 2017
- **HQ Location:** Tel Aviv-Yafo, Tel Aviv District, Israel
- **LinkedIn® Page:** https://www.linkedin.com/company/hailo-ai (298 employees on LinkedIn®)






### 15. [DEEPX](https://www.g2.com/products/deepx/reviews)
  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, and DX-M2, each tailored to meet specific AI processing needs.



**Who Is the Company Behind DEEPX?**

- **Seller:** [DEEPX](https://www.g2.com/sellers/deepx)
- **Year Founded:** 2018
- **HQ Location:** Seongnam-si, KR
- **LinkedIn® Page:** https://www.linkedin.com/company/deepx-corp (93 employees on LinkedIn®)






### 16. [Digi Remote Manager](https://www.g2.com/products/digi-remote-manager/reviews)
  Digi Remote Manager® (Digi RM) is the technology platform that brings networks to the next level, allowing networks — and the people who manage them — to work smarter. It transforms a multitude of dispersed IoT devices into a dynamic, intelligent network. Now you can easily configure, deploy, monitor and manage hundreds or even thousands of mission-critical devices from a single point of command. Edit configurations, update firmware, schedule and automate tasks — all from your desktop, tablet or phone. You can also easily extend your network at scale with bidirectional, open integration and add intelligence to the edge with custom code, APIs and Python scripts. All the while, its software-defined security diligently safeguards your Digi ecosystem.



**Who Is the Company Behind Digi Remote Manager?**

- **Seller:** [Digi International](https://www.g2.com/sellers/digi-international)
- **Year Founded:** 1985
- **HQ Location:** Hopkins, Minnesota, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/digi-international (910 employees on LinkedIn®)
- **Ownership:** NASDAQ: DGII






### 17. [Edge Computing](https://www.g2.com/products/edge-computing/reviews)
  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, conserves bandwidth, and enables real-time decision-making, which is crucial for applications in urban management, industrial automation, and environmental monitoring.



**Who Is the Company Behind Edge Computing?**

- **Seller:** [Terminus Technologies](https://www.g2.com/sellers/terminus-technologies)
- **Year Founded:** 2009
- **HQ Location:** Hamilton, NZ
- **LinkedIn® Page:** https://www.linkedin.com/company/terminus-technologies (28 employees on LinkedIn®)






### 18. [EdgeRunner AI](https://www.g2.com/products/edgerunner-ai/reviews)
  EdgeRunner AI offers an air-gapped, personalized AI assistant designed to enhance productivity, decision-making, and operational efficiency across various industries. Operating entirely offline, EdgeRunner ensures the highest levels of data privacy and security by running locally on devices without requiring internet connectivity. Powered by EdgeRunner's proprietary language models, it delivers a ChatGPT-like experience, providing users with a robust and secure AI solution.



**Who Is the Company Behind EdgeRunner AI?**

- **Seller:** [EdgeRunner AI](https://www.g2.com/sellers/edgerunner-ai)
- **Year Founded:** 2024
- **HQ Location:** Seattle, US
- **LinkedIn® Page:** https://www.linkedin.com/company/edgerunner-ai (23 employees on LinkedIn®)






### 19. [Fovea EDGE](https://www.g2.com/products/fovea-edge/reviews)
  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. By integrating artificial intelligence at the edge, Fovea EDGE enhances manufacturing processes across various industries, including automotive, pharmaceuticals, aerospace, food and beverages, and electronics.



**Who Is the Company Behind Fovea EDGE?**

- **Seller:** [Myelin Foundry](https://www.g2.com/sellers/myelin-foundry)
- **Year Founded:** 2019
- **HQ Location:** Bangalore, IN
- **LinkedIn® Page:** https://www.linkedin.com/company/myelin-foundry (44 employees on LinkedIn®)






### 20. [Google AI Edge](https://www.g2.com/products/google-ai-edge/reviews)
  Google AI Edge Deploy AI across mobile, web, and embedded applications



**Who Is the Company Behind Google AI Edge?**

- **Seller:** [Google](https://www.g2.com/sellers/google)
- **Year Founded:** 1998
- **HQ Location:** Mountain View, CA
- **Twitter:** @google (31,899,995 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1441/ (341,888 employees on LinkedIn®)
- **Ownership:** NASDAQ:GOOG






### 21. [Gravio Edge IoT Platform](https://www.g2.com/products/gravio-edge-iot-platform/reviews)
  A Node Computing platform that combines the best of Cloud Computing and Edge Computing! Experience the future of technology as we empower you to develop cutting-edge solutions without any coding expertise. Unlock the full potential of your projects with Gravio's unique selling propositions (USPs): 1. Seamless integration with #ComputerVision engines. Now, you can effortlessly deploy your own TensorFlow models at the edge, revolutionizing the way you interact with the world. 2. Easy-to-use interface that does not require any software development skills. You can, however, deploy your own custom scripts. Discover a growing selection of modules, IoT sensors and adapters, meticulously designed to facilitate smooth software and hardware integration. Our solutions cater to companies of all sizes, spanning across diverse industries.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 16

**Who Is the Company Behind Gravio Edge IoT Platform?**

- **Seller:** [Asteria](https://www.g2.com/sellers/asteria)
- **Year Founded:** 1998
- **HQ Location:** Shibuya, JP
- **Twitter:** @Asteria_corp (3,169 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/asteria-corporation/ (74 employees on LinkedIn®)
- **Ownership:** TYO: 3853

**Who Uses This Product?**
  - **Company Size:** 88% Small-Business, 6% Enterprise



#### What Are Recent G2 Reviews of Gravio Edge IoT Platform?

**"[Gravio makes it easy to create an Iot Project](https://www.g2.com/survey_responses/gravio-edge-iot-platform-review-8822206)"**

**Rating:** 4.0/5.0 stars
*— Jepri S.*

[Read full review](https://www.g2.com/survey_responses/gravio-edge-iot-platform-review-8822206)

---

**"[Devices and data hub makes IoT projects more manageable](https://www.g2.com/survey_responses/gravio-edge-iot-platform-review-8660467)"**

**Rating:** 4.0/5.0 stars
*— Sally L.*

[Read full review](https://www.g2.com/survey_responses/gravio-edge-iot-platform-review-8660467)

---


#### What Are G2 Users Discussing About Gravio Edge IoT Platform?

- [What is Gravio Edge IoT Platform used for?](https://www.g2.com/discussions/what-is-gravio-edge-iot-platform-used-for)

### 22. [Hailo-10H M.2 Generative AI Acceleration Module](https://www.g2.com/products/hailo-10h-m-2-generative-ai-acceleration-module/reviews)
  The Hailo-10H M.2 Generative AI Acceleration Module is a compact, high-performance AI accelerator designed to seamlessly integrate into existing PCs and edge devices via an M.2 interface. It enables real-time execution of deep neural network inferencing while maintaining low power consumption, making it suitable for a wide array of applications across various market segments.



**Who Is the Company Behind Hailo-10H M.2 Generative AI Acceleration Module?**

- **Seller:** [Hailo](https://www.g2.com/sellers/hailo)
- **Year Founded:** 2017
- **HQ Location:** Tel Aviv-Yafo, Tel Aviv District, Israel
- **LinkedIn® Page:** https://www.linkedin.com/company/hailo-ai (298 employees on LinkedIn®)






### 23. [Hailo-8L M.2 Entry-Level Acceleration Module](https://www.g2.com/products/hailo-8l-m-2-entry-level-acceleration-module/reviews)
  The Hailo-8L M.2 Entry-Level Acceleration Module is an AI accelerator designed to enhance edge devices with efficient, real-time deep learning capabilities. Powered by the Hailo-8L AI processor, it delivers up to 13 tera-operations per second (TOPS) while maintaining high power and cost efficiency. Compatible with M.2 form factors Key B+M and Key A+E, this module integrates seamlessly into existing edge devices, enabling low-latency AI inferencing across various applications.



**Who Is the Company Behind Hailo-8L M.2 Entry-Level Acceleration Module?**

- **Seller:** [Hailo](https://www.g2.com/sellers/hailo)
- **Year Founded:** 2017
- **HQ Location:** Tel Aviv-Yafo, Tel Aviv District, Israel
- **LinkedIn® Page:** https://www.linkedin.com/company/hailo-ai (298 employees on LinkedIn®)






### 24. [Hailo AI Software Suite](https://www.g2.com/products/hailo-ai-software-suite/reviews)
  The Hailo AI Software Suite is a comprehensive set of tools designed to facilitate the development, optimization, and deployment of deep learning models on Hailo's AI processors. It seamlessly integrates with popular machine learning frameworks, enabling developers to efficiently build and implement AI applications across various environments.



**Who Is the Company Behind Hailo AI Software Suite?**

- **Seller:** [Hailo](https://www.g2.com/sellers/hailo)
- **Year Founded:** 2017
- **HQ Location:** Tel Aviv-Yafo, Tel Aviv District, Israel
- **LinkedIn® Page:** https://www.linkedin.com/company/hailo-ai (298 employees on LinkedIn®)






### 25. [HailoRT](https://www.g2.com/products/hailort/reviews)
  HailoRT is a lightweight, production-grade runtime software designed to facilitate real-time inference of deep learning models on Hailo AI processors. It provides a robust library with intuitive APIs, enabling developers to build efficient AI pipelines for both evaluation and production environments. HailoRT supports seamless integration with existing development ecosystems, ensuring optimized performance across various applications.



**Who Is the Company Behind HailoRT?**

- **Seller:** [Hailo](https://www.g2.com/sellers/hailo)
- **Year Founded:** 2017
- **HQ Location:** Tel Aviv-Yafo, Tel Aviv District, Israel
- **LinkedIn® Page:** https://www.linkedin.com/company/hailo-ai (298 employees on LinkedIn®)







    ## What Is Edge AI Platforms Software?
  [IoT Management Platforms](https://www.g2.com/categories/iot-management)