Research alternative solutions to Awiros on G2, with real user reviews on competing tools. Edge AI Platforms Software is a widely used technology, and many people are seeking innovative, productive software solutions with compatibility, load balancing, and ai-based search. Other important factors to consider when researching alternatives to Awiros include reliability and ease of use. The best overall Awiros alternative is Particle. Other similar apps like Awiros are Userful Infinity Platform, AWS Greengrass, Gravio Edge IoT Platform, and Azure IoT Edge. Awiros alternatives can be found in Edge AI Platforms Software but may also be in IoT Edge Platforms or IoT Development Tools.
Particle offers a suite of hardware and software tools to help you prototype, scale, and manage your Internet of Things products.
Userful Infinity is a software-defined workplace operations and observability platform that unifies real-time data aggregation and distribution across enterprise environments. Designed for mission-critical operations, it supports on-prem, private cloud, and air-gapped deployments using non-proprietary hardware. Infinity includes integrated applications for control rooms, dashboards, operator workstations, digital signage, and collaboration rooms—enabling faster decision-making and streamlined operations. With native integrations for tools like Power BI, Tableau, and Epic, it supports secure, centralized management through IT-standard protocols and role-based access. Userful accelerates digital transformation with a unified platform of workplace operations applications. Built on IT standards, the software-defined Infinity platform is centrally managed, scalable, secure and future-proof - delivering real-time data, collaboration, and operational control. Headquartered in Austin, Texas and Calgary, Alberta, Userful supports customers in more than 100 countries.
AWS Greengrass is software designed to let users run local compute, messaging, data caching, and sync capabilities for connected devices in a secure way.
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.
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 empowers developers to bring AI products to market & helps enterprise teams develop production-ready solutions in weeks instead of years. Powerful automations make it easier to build datasets & develop advanced AI for edge devices from MCUs to GPUs. Used by companies like Tunstall, Know Labs, Oura, TKE and Lexmark, as well as top silicon and 100,000+ developers, Edge Impulse has become the trusted ML platform for enterprises and developers alike.
IBM Edge Computing is an advanced platform supporting real-time AI, 5G and IoT applications. Deploy and remotely manage these applications more securely — on edge devices, servers and gateways across hybrid, multicloud environments. Unlock joint value spanning telecommunication providers and enterprises.
Balena is a complete set of tools for building, deploying, and managing fleets of connected Linux devices.
ONE AI solves a common problem for AI developers: standard AI models often do not reach the required speed or accuracy for real-world edge and vision applications. As a result, developers spend significant time manually tuning models, architectures, and optimizations to achieve acceptable performance. ONE AI automates this process. The platform automatically finds and adapts the right AI model and configuration for a given task, delivering higher accuracy and faster inference without manual trial-and-error. By continuously optimizing models and learning from real data, ONE AI produces reliable, high-performance edge and vision AI while requiring significantly less training data than traditional approaches. ONE AI enables developers to focus on building products instead of manually engineering and optimizing AI models, making it a powerful Edge Impulse alternative for teams that need better performance with less effort.
At Ultralytics, we are dedicated to creating the best artificial intelligence models in the world. Our open source works here on GitHub offer cutting-edge solutions for a wide range of AI tasks, including detection, segmentation, classification, tracking and pose estimation 🚀. We welcome contributions from the global community 🌍 and are always eager to hear from users with feature requests and bug reports. If you're looking for state-of-the-art AI models that are fast, accurate, and easy to use, Ultralytics is the place to be. For commercial deployments, explore our enterprise licensing options. Join us on our mission to push the boundaries of AI and make it accessible to everyone! 💡🌟