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AI for Any
Edge Device

MCUs, NPUs, CPUs, GPUs

Gateways

Sensors & Cameras

Docker Containers

Build datasets, train models, and optimize libraries to run directly on device; from the smallest microcontrollers to gateways with the latest neural accelerators (and anything in between).

A circular Edge Impulse workflow showing the steps to create machine learning for edge devices: Build datasets, Train models, Optimize libraries, and Deploy to hardware. The steps are connected in a continuous loop around the Edge Impulse logo.

The Latest from Edge Impulse

Glowing Edge Impulse logo

Edge AI for

Manufacturing and Operations Environments

Edge AI offers immense potential to mitigate significant financial losses by addressing issues such as machine downtime, inefficiency, and quality control problems through early anomaly detection. Deploying Edge AI at the data source enhances security, reduces latency, and accelerates decision-making for service operators, quality control teams, and other stakeholders, ultimately improving quality and efficiency.

Graphic showing Edge Impulse resources for industrial and manufacturing use cases. The main card is titled “Edge Machine Learning for Industrial and Manufacturing Environments” and includes a photo of robotic arms working on a car assembly line with sparks flying. Behind it is another card titled “When Is Edge AI Necessary?”

Edge AI for

Product
Development

Fast-track development. and dramatically increase the chance of the successful edge AI deployment. Quickly iterate to validate ideas on a platform that promotes cross-team collaboration.

Image showing wearable and mobile health monitoring interfaces powered by Edge AI. A smartwatch and smartphone screens display health data such as cough frequency, heart rate, stress levels, and activity summaries. Bar charts show cough counts over time, while circular gauges track metrics like heart rate and body battery

Edge AI for

Transportation

Edge AI is needed in the vast world of transportation from smart city intersections to inspecting bridge and road conditions to vehicle performance and safety to railway safety and security. These mission critical environments are not tolerant of latency and require the highest level of security in a small form factor, all key features in edge AI solutions.

Image illustrating Edge AI for transportation. The top section shows a close‑up of a car wheel with AI object detection labels identifying the tire and multiple lug nuts, each with confidence scores. The bottom section shows an Edge Impulse dashboard displaying model testing data, classification results, and a 100% accuracy score.

Edge AI for

Industrial

With Edge Impulse, industrial enterprises and equipment manufacturers are adding new insights to their sensor networks through embedded machine learning.

Image illustrating Edge AI for industrial environments. The top shows a factory worker using a handheld power tool on an assembly line. The bottom shows Edge Impulse’s Data Explorer interface with a scatter plot of sensor data points, labeled as anomalies and non‑anomalies, used to train and validate embedded machine learning models.

Accelerate Innovation with Seamless Collaboration for Production-Ready Models

What our customers say about us

Edge Impulse

Edge Impulse

"The interface simplifies the complicated task of choosing and configuring ML models. This allows embedded developers with little ML experience to come up to speed quickly."

Firmware Engineer - Hardware

Edge Impulse

Edge Impulse

"The experience using Edge Impulse has been fantastic. The underlying technology for ingesting data, developing and deploying models is great - but the Ul is also super intuitive."

Lead Innovation Engineer - Healthcare and Biotech

Edge Impulse

Edge Impulse

"Edge Impulse offers a promising platform for embedded ML, simplifying the development and optimization process."

Tech CEO - Hardware Lead

Edge Impulse

Edge Impulse

"Easy and intuitive user experience, easy to learn, the platform also has a feature which guides you along the way as we build bigger models."

Senior Client Exec - Software

Edge Impulse

Edge Impulse

"Edge Impulse provides a simplified path for quickly implementing a custom ML solution on embedded devices."

Firmware Engineer - Hardware

Edge Impulse

Edge Impulse

"The product is quite easy to use while the vendor is very active in helping us make sure our plans work out."

Head of Products - Software

Edge Impulse

Edge Impulse

"The interface simplifies the complicated task of choosing and configuring ML models. This allows embedded developers with little ML experience to come up to speed quickly."

Firmware Engineer - Hardware

Edge Impulse

Edge Impulse

"The experience using Edge Impulse has been fantastic. The underlying technology for ingesting data, developing and deploying models is great - but the Ul is also super intuitive."

Lead Innovation Engineer - Healthcare and Biotech

Edge Impulse

Edge Impulse

"Edge Impulse offers a promising platform for embedded ML, simplifying the development and optimization process."

Tech CEO - Hardware Lead

Edge Impulse

Edge Impulse

"Easy and intuitive user experience, easy to learn, the platform also has a feature which guides you along the way as we build bigger models."

Senior Client Exec - Software

Edge Impulse

Edge Impulse

"Edge Impulse provides a simplified path for quickly implementing a custom ML solution on embedded devices."

Firmware Engineer - Hardware

Edge Impulse

Edge Impulse

"The product is quite easy to use while the vendor is very active in helping us make sure our plans work out."

Head of Products - Software

Edge Impulse

Edge Impulse

"The interface simplifies the complicated task of choosing and configuring ML models. This allows embedded developers with little ML experience to come up to speed quickly."

Firmware Engineer - Hardware

Edge Impulse

Edge Impulse

"The experience using Edge Impulse has been fantastic. The underlying technology for ingesting data, developing and deploying models is great - but the Ul is also super intuitive."

Lead Innovation Engineer - Healthcare and Biotech

Edge Impulse

Edge Impulse

"Edge Impulse offers a promising platform for embedded ML, simplifying the development and optimization process."

Tech CEO - Hardware Lead

Edge Impulse

Edge Impulse

"Easy and intuitive user experience, easy to learn, the platform also has a feature which guides you along the way as we build bigger models."

Senior Client Exec - Software

Edge Impulse

Edge Impulse

"Edge Impulse provides a simplified path for quickly implementing a custom ML solution on embedded devices."

Firmware Engineer - Hardware

Edge Impulse

Edge Impulse

"The product is quite easy to use while the vendor is very active in helping us make sure our plans work out."

Head of Products - Software

“Edge Impulse getting started graphic: three connected steps —‘Integrate with your workflow’ with an image of hands typing on a keyboard, ‘Unlock sensor data value’ with an image of a microcontroller board, and ‘Optimize AI for any hardware’ with an image of industrial machines.”

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