Edge AI Solutions Reviews and Ratings
What is Edge AI Solutions?
Edge AI refers to the use of AI techniques embedded in IoT endpoints, gateways and edge servers, that can process and store data close to where it’s generated. While predominantly focused on AI inference, more sophisticated systems may include a local training capability to provide in-situ optimization of the AI models. This is done by constantly monitoring AI models and autoscaling them to match demands. Edge AI systems can reduce latency and data transport consumption, improve local processing capabilities thus find usage in applications ranging from autonomous vehicles to streaming analytics.
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Edge Impulse is a software platform that helps companies run machine learning models on real world devices that make decisions and offer insights where data is gathered. The platform accelerates time to market, improves ML outcomes, and de-risks on-device deployment so users can develop and productize next generation products and solutions. The platform offers the power to seamlessly manage machine learning for the edge, including data acquisition, signal processing, ML training, model testing, and creating a deployable model that can run efficiently on an edge device from MCU to CPU to GPU.
Amazon Web Services (AWS), established in 2006, is focused on providing essential infrastructure services to businesses globally in the form of cloud computing. The key advantage offered through cloud computing, particularly via AWS, is its capacity to shift fixed infrastructure expenses into flexible costs. Businesses have been able to forgo extensive planning and procurement of servers and other Information Technology (IT) resources, owing to AWS. AWS seeks to provide businesses with prompt and cost-effective access to resources using Amazon's expertise and economies of scale, as and when their business requires. Currently, AWS offers a robust, scalable, economic infrastructure platform on the cloud powering an extensive array of businesses worldwide. It operates across numerous industries with data center locations in various parts of the globe including U.S., Europe, Singapore, and Japan.
Tata Elxsi is a global provider of design and technology services for different sectors such as Automotive, Broadcast, Communications, and Healthcare. The primary aim of Tata Elxsi is to assist its customers to rethink their products and services via design thinking and digital technologies. These technologies include Internet of Things (IoT), Cloud, Mobility, Virtual Reality, and Artificial Intelligence. The company opens avenues for exploring possibilities, discovering passions, and seizing avenues for advancement.
Latent AI is a company focused on harnessing the potential of Artificial Intelligence (AI) and edge computing. The firm aims to make edge AI solutions efficient, practical, and beneficial. It offers an automated edge Machine Learning Operations (MLOps) pipeline which forms highly efficient, compressed, and secure edge models on a large scale. By this, Latent AI aims to eliminate the issues related to maintenance and configuration, hence increasing the utility of edge AI for both federal and commercial organizations.
Founded in 1993, NVIDIA has been influential in the realm of accelerated computing. The introduction of the GPU by the company in 1999 served as a catalyst for the expansion of the PC gaming market, and it revolutionised computer graphics. It paved the way for modern AI and is currently driving the development of the metaverse. NVIDIA has evolved to become a comprehensive computing firm with data center-scale products that are transforming the industry.
Advian focuses on navigating the landscape of data-centric commerce. The company provides an edge with their Refined Analytics solutions. Their main mission is to incorporate intelligence into the business procedures and support automated decision-making using advanced technology such as Edge AI, Geo AI, and Data Engineering. The core business problem they address is enhancing the effectiveness of business processes through the application of AI and data analysis.
Akira.ai presents an innovative platform that utilizes agentic AI to assist enterprise data companies with various operational tasks. Primarily, it enables organizations to create, manage and enhance processes, tasks, and decisions on their own infrastructure. Additionally, it provides opportunities for model fine-tuning and functions as a model producer, offering testing, observability, evaluation, and model management. Thus, Akira.ai is geared towards solving the critical problem of efficient and integrated data management in the enterprise sector.
Established in 1997, the company operates as a fully owned subsidiary of Robert Bosch GmbH. The company's focus lies in harnessing the power of the Internet of Things (IoT) to transform traditional business models and procedures. Through a comprehensive offering of sensors, software, and services, it aids businesses in transitioning to digital platforms or enhancing their operations through digital integration. The company boasts considerable insight into global business intricacies, potential challenges accompanying digital disruption, and technology leadership acquired through years of experience.
ClearBlade is a software company that specializes in offering IoT platform and Edge AI solutions. The main focus is on empowering corporations to promptly construct and manage secure IoT applications that are scalable and real-time. Operating from Austin, Texas, ClearBlade presents a robust, autonomous, and malleable IoT cloud and Edge platform. This platform assists businesses in collecting, examining, adjusting, and executing actions based on any data instantaneously and at a high volume. ClearBlade ensures the consistency of their platform across different domains including Edge, cloud, and on-premise environments.
Tredence is a global data science and AI solutions provider focused on solving the last-mile problem in AI – the gap between insight creation and value realization. Tredence leverages strong domain expertise, data platforms and accelerators, and strategic partnerships to provide tailored, cutting-edge solutions to its clients. Tredence is 3,000-plus employees strong with offices in San Francisco Bay Area, Chicago, London, Toronto, and Bengaluru, with the largest companies in Retail, CPG, Hi-tech, Telecom, Healthcare, Travel, and Industrials as clients.