Edge Impulse vs Balena — Comparison

Edge Impulse

Edge Impulse is the leading development platform for machine learning on edge devices.

Founded in 2019 by Zach Shelby and Jan Jongboom, we are on a mission to enable developers to create the next generation of intelligent devices. We believe that machine learning can have a significant positive impact on society and industry, and we're working tirelessly to reach our company's mission. This is the foundation for everything that we build. Transparency empowers developers to get their job done. Bringing ML to the edge happens with the community. Better together. We require a Responsible AI License. The awards and recognition we receive inspire us to continue driving improvement in every aspect of our business. Edge Impulse has been recognized by CIOReview as the Top Edge AI Development Platform for 2026 and earned the cover story in February 2026. Edge Impulse is excited to be announced as one of STL Partners’ top 50 edge companies to watch in 2026, highlighting those who are making waves in edge computing and have exciting developments coming this year! The annual embedded award honors outstanding innovations in the field of embedded system technologies. Embedded Computing Design’s Best in Show highlights the most innovative products on display at leading tradeshows, conferences, and events dedicated to the Embedded, Industrial, Internet of Things, AI/Machine Learning, Security, or Power electronics industries. Edge AI and Vision Product of the Year 2021, 2022 This award celebrates the innovation and achievement of the industry’s leading companies that are enabling and developing products incorporating edge AI and computer vision technologies. Our Edge Optimized Neural compiler has been named “Best Innovation of the Year”. EON represents the new standard for tinyML developers seeking to bring better embedded technologies to the market. Gartner analysts named Edge Impulse as one of four vendors attacking the edge scale and complexity by simplifying the development of complex edge applications and fast tracking ML. This award recognizes the best platform in machine learning, presented by AI Dev World. The 2023 AI TechAwards celebrate technical innovation, adoption and reception in the AI Machine Learning industry and by the developer community.

Balena

balenaCloud: Manage fleets of IoT Linux devices with balena’s cloud platform. First 10 devices are free. Develop, deploy, and scale your IoT fleet.

We support 80+ device types and offer a Custom Device Support program for devices not on our compatibility list. From hardware-level hardening to regulatory compliance, balena provides a unified platform to secure your devices at every stage of their lifecycle. “I really love that balena’s support is well trained and technical. The first thing I do is reach out to technical support because I know they are going to figure it out. It really feels like balena is a collaborative partner in making our experience successful” “Balena gives us the flexibility to deploy fleets efficiently, and the support is always responsive when we need it.” “With balena, there’s a level of confidence that they’re making the right decisions and taking the right path in how they communicate and grow their platform. We’re closely aligned and we trust their approach and people.” “Everything was about scale, reliability, and finding a mature method in the market that was already proven to work.” “We went down the road of trying to manipulate Linux ourselves, and we came to the conclusion that balenaCloud was the right platform for us” “We can scale much better and handle multiple devices instead of treating them individually - we don’t have to update the devices one by one. Moreover, the API is quite powerful and helps us automate quite a bit of our work. There’s no service we’re aware of that’s comparable.” “balena is head and shoulders ahead of anyone else when it comes to making software and device management easy” “Being able to do software related tasks remotely, and managing and deploying to a large installed base are definitely the killer features of balena. This enables a very fast update cycle and therefore is a booster for the overall development speed of our services.” “balena gave us all the fleet management and OTA stuff that we knew we would need. For example, we’ve got devices deployed across the world now and we can roll out fixes or software updates or support them anywhere in the world sitting from our office in Bristol.” Robust and resilient updates for your fleet, managed remotely using the balenaCloud dashboard. Diagnose, debug and resolve issues at the individual device level with a SSH connection for each device Take readings from a BME680 or similar sensors on a Raspberry Pi, store with InfluxDB and view with Grafana. Raspberry Pi-powered digital signage or website viewer, remotely accessible from anywhere. This is a simple skeleton python server that works on any of the devices supported by balena. Have you already deployed devices and would like to use balena? Or perhaps balena does not yet support your board? Yes! Your personal balena account is free for your first 10 devices. The Free plan includes 10 microservices devices. You can have a maximum of 10 total devices shared across all the fleets you create. To learn more, please see balena.io/docs/learn/manage/fleet-types. To add more devices, you’ll need to upgrade to a paid pl

Edge Impulse

Balena

Edge Impulse

Balena

Edge Impulse

Balena