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Software Ecosystem

Best Edge AI Platforms Software

Explore top-rated Edge AI Platforms Software on G2, featuring PolarGrid, Google AI Edge, Gridlight, ONE AI, and more.

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PolarGrid

Edge computing and real-time AI inference solutions leveraging NVIDIA GPUs and low-latency networks.

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Google AI Edge

Comprehensive AI framework for deploying machine learning models across mobile, web, and embedded edge applications.

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Gridlight

Fully self-hosted secure AI platform running entirely on local infrastructure with no cloud required.

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ONE AI

Automated edge and vision AI platform that adapts models and configurations for optimal inference performance.

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Runyard

Hardware-aware AI model discovery and recommendation tool matching models to local CPU, GPU, and memory specs.

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AWS Greengrass

Open-source edge runtime and cloud service for building, deploying, and managing IoT device software locally.

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Edge Impulse

Leading machine learning platform for edge devices, enabling developers to build and deploy custom ML models.

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Ultralytics

End-to-end vision AI ecosystem featuring YOLO models for high-speed object detection, tracking, and edge deployment.

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Userful Infinity Platform

Software-defined AV and visual display management platform centralizing control across enterprise environments.

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ailia SDK

High-speed AI inference SDK optimized for executing deep learning models efficiently on edge hardware.

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AIoT Platform

Integrated AI and IoT platform designed for smart building management, firefighting, and urban services.

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Aitenders

AI-powered platform automating document analysis and workflows for construction and tender management.

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AI Virtual Smart Sensor Platform

Software-based virtual sensor platform utilizing ultrasonic AI technology for smart device interaction.

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ATOM™-Lite

Compact, energy-efficient AI accelerator card delivering high-performance edge inference for workstations.

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Awiros

Enterprise Video AI middleware platform featuring an app marketplace for large-scale computer vision deployments.

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Azure IoT Edge

Fully managed cloud service built on Azure IoT that allows cloud intelligence to be deployed locally on edge devices.

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balena

Comprehensive suite of tools for building, deploying, and managing fleets of connected Linux edge devices.

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Dataflow Complier

Compiler tool translating high-level neural network models into optimized, hardware-compatible representations for Hailo processors.

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deepstack

AI platform enabling developers to easily build and deploy powerful computer vision models on edge infrastructure.

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DEEPX

High-performance and energy-efficient AI chip solutions designed for diverse edge intelligence applications.

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Digi Remote Manager

Intelligent command center and IoT management platform featuring natural language AI operations for device networks.

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Edge Computing

Infrastructure solutions designed to enhance smart city performance and industrial automation through local data processing.

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EdgeRunner AI

Air-gapped, offline personalized AI assistant ensuring high-level data privacy and security on local devices.

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Edgify

Federated learning platform enabling edge devices to collaboratively train AI models without sharing raw data.

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Estran

Advanced edge AI platform empowering intelligent processing and real-time inference on deployed hardware.

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FastChat

Open platform for evaluating, serving, and managing large language models at the edge and cloud.

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Fovea EDGE

Edge AI solution automating complex visual inspection and high-precision defect detection on industrial shop floors.

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Goldbridge

Intelligent edge connectivity and AI workflow management platform for distributed industrial assets.

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Gravio Edge IoT Platform

No-code/low-code edge IoT platform enabling quick integration of sensors, cameras, and AI vision capabilities.

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Hailo-10H M.2 Generative AI Acceleration Module

Compact M.2 AI accelerator module enabling real-time deep neural network and generative AI inference on PCs and edge hardware.

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