Top embedded systems AI tools

Edge Impulse is the leading edge AI development platform, accelerating the delivery of next-generation products and solutions by bringing intelligence to any edge device.

• Freemium
• From 400$

Hailo offers breakthrough AI processors designed for high-performance deep learning applications on edge devices, enabling generative AI, perception, and video enhancement.

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Open Voice OS is an open-source voice AI platform that enables developers to create custom voice-controlled interfaces with privacy-focused features, NLP capabilities, and a customizable UI. It supports multiple platforms and devices, making it ideal for DIY smart speaker projects.

• Free

A specialized AI-powered code generator for Arduino and ESP32 electronic boards that helps developers create error-free, compatible code through a guided 6-step process.

• Freemium

HANCE provides AI-powered audio enhancement solutions for hardware and software developers, offering real-time noise removal, echo removal, and stem separation.

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Aptos is a no-code MLOps toolchain designed to optimize and deploy machine learning models for low-power edge devices. It simplifies edge AI development and enhances model efficiency.

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Neuton TinyML is a no-code automated platform that builds extremely compact neural networks for microcontrollers and sensors, enabling AI capabilities on edge devices with models as small as 5KB.

• Freemium

Acufore is a comprehensive engineering solutions provider offering mechanical, electronics, software development, and data analytics services with over a decade of experience serving 500+ clients globally.

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Open Voice OS is an open-source voice AI platform that enables developers to create custom voice-controlled interfaces with NLP capabilities, focusing on privacy, security, and multi-platform compatibility.

• Free

Visage Technologies is a leading provider of AI-driven computer vision solutions, specializing in face tracking, analysis, and recognition technology with over 20 years of experience serving 300+ clients worldwide.

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