Best Edge AI Platforms Software
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:
Best Edge AI Platforms Software At A Glance
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- Overview
- Pros and Cons
- Seller Details
Edge Impulse streamlines the creation of AI & machine learning models for edge hardware, allowing devices to make decisions and offer insight where data is gathered. Edge Impulse’s technology empo
- 64% Small-Business
- 36% Enterprise
20,875 Twitter followers
- Overview
- Seller Details
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
- Information Technology and Services
- Computer Software
- 38% Small-Business
- 33% Enterprise
2,230,610 Twitter followers
- Overview
- Seller Details
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.
- 50% Small-Business
- 33% Enterprise
14,031,499 Twitter followers
- Overview
- Seller Details
Balena is a complete set of tools for building, deploying, and managing fleets of connected Linux devices.
- 50% Mid-Market
- 25% Enterprise
6,096 Twitter followers
- Overview
- Seller Details
Google AI Edge Deploy AI across mobile, web, and embedded applications
32,520,271 Twitter followers
- Overview
- Pros and Cons
- Seller Details
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 exper
- 88% Small-Business
- 6% Mid-Market
2,137 Twitter followers
- Overview
- Seller Details
IBM Edge Application Manager is an intelligent and flexible platform that provides autonomous management for edge computing. A single administrator can manage the scale, variability and rate of change
- Information Technology and Services
- 40% Enterprise
- 30% Mid-Market
711,154 Twitter followers
- Overview
- Seller Details
KubeEdge is an open source system for extending native containerized application orchestration capabilities to hosts at Edge. It is built upon kubernetes and provides fundamental infrastructure suppor
- Overview
- Seller Details
OctoML offers an acceleration platform that helps engineering teams deploy machine learning models on any hardware.
- 50% Mid-Market
- 50% Small-Business
- Overview
- Seller Details
LF Edge is an umbrella organization that establishes an open, interoperable framework for edge computing independent of hardware, silicon, cloud, or operating system.
142 Twitter followers
- Overview
- Pros and Cons
- Seller Details
Particle is the leading edge-to-cloud infrastructure for the Internet of Things, helping thousands of companies power world-class connected machines, sensors, and devices. Particle provides everything
- Student
- CEO
- Information Technology and Services
- Higher Education
- 77% Small-Business
- 16% Mid-Market
22,363 Twitter followers
- Overview
- Seller Details
uTensor is a free and open source embedded machine learning infrastructure designed for rapid-prototyping and deployment.
