🔹 Selected for CB Insights AI 100: Affirming Technological Excellence
🔹 Demonstrating Global AI Patent Leadership
🔹 Strengthening Global Presence with On-device AI Solutions
🔹 Accelerating Edge AI Innovation with Breakthrough Research
🔹 Nota Vision Agent: Delivering Real-world Impact
Nota AI has been honored by CB Insights as part of the prestigious AI 100 list for 2025, celebrating the world’s most innovative and impactful AI startups. This recognition reaffirms our leadership in AI Infrastructure—especially Accelerated Computing and Edge Hardware—enabling scalable, high-performance AI solutions across diverse industries.
Building on our earlier recognition as a 'Global Leader in Hardware-aware AI Optimization' by CB Insights' 2023 LLMOps Market Map, we continue to set industry standards, pushing the boundaries of innovation and global AI advancement.
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Nota AI has achieved outstanding recognition from the Korea Intellectual Property Strategy Agency (KISTA), capturing 2.0% of global patent applications in AI learning and inference efficiency technologies. Our advanced expertise in AI model compression and inference optimization positions us prominently alongside top industry leaders.
This external validation underscores Nota AI's dedication to pioneering innovation and setting new industry benchmarks. With a robust portfolio of 195 patents globally—including major markets like the U.S., Japan, and Europe—we continue to lead and shape the future of AI technology worldwide.
Nota AI is strengthening its technological presence in Vietnam through targeted initiatives and strategic partnerships. Recently, we engaged with the Department of Transport in Lai Châu Province, introducing Nota Vision Agent (NVA)—our innovative Vision Language Model (VLM)-based video monitoring solution. NVA is specifically designed to address critical regional challenges, ranging from transportation management and urban safety improvements to disaster prevention.
Building upon this momentum, Nota AI presented its advanced Intelligent Transportation System (ITS) solutions to officials from the Binh Duong Department of Transport and Vietnam’s Ministry of Foreign Affairs last October. Nota AI addresses local needs with innovative technology, strengthening its strategic position in Vietnam and expanding its global market presence.
📝Enabling High-Performance Transformers on Edge Devices
Nota AI's latest paper, ‘UniForm: A Reuse Attention Mechanism for Efficient Transformers on Resource-Constrained Edge Devices’, has been accepted at ICLR 2025, a prestigious global conference in deep learning. The paper introduces ‘UniForm’, a novel framework utilizing a 'Reuse Attention' technique designed to minimize redundant computations in Multi-Head Attention mechanisms.
By effectively reducing memory usage and computational overhead, ‘UniForm’ enables real-time, high-performance AI inference on resource-constrained edge devices. This innovation significantly expands the potential for efficient and widespread deployment of transformative AI solutions at the edge.
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📝Deploying Transformer Models on AWS Inferentia and Trainium
Nota AI's article, ‘How Nota AI Deploys Transformer Models on AWS Inferentia and Trainium’, was recently featured in the AWS Community. This article demonstrates how Nota AI leverages the AWS Neuron SDK to efficiently deploy transformer models on AWS Inferentia and Trainium, achieving GPU-level performance on NPU infrastructure.
This approach significantly reduces operational costs and resource consumption, reinforcing Nota AI’s ongoing dedication to enabling organizations to adopt high-performance AI through practical and cost-effective optimization technologies.
🔗 Discover more insights on the AWS Community
Nota AI gained significant attention at the World IT Show 2025, showcasing its advanced video monitoring solution, Nota Vision Agent (NVA). Powered by Vision-Language Model (VLM) technology, NVA reshapes industries through its advanced features:
✔️ Real-time Event Detection & Instant Alerts
✔️ Natural Language Video Search & Interactive Q&A
✔️ Automatic Report Generation & Intelligent Video Summaries
During the exhibition, Nota AI highlighted NVA’s remarkable potential across key sectors, including industrial safety, Intelligent Transportation Systems (ITS), surveillance, and retail. One of the event’s standout experiences was the dynamic live demonstration on the NVIDIA Jetson AGX Orin device, vividly illustrating NVA’s capacity to rapidly detect and manage hazardous scenarios in industrial environments. With intelligent video analytics at its core, NVA demonstrated clear potential to significantly enhance operational safety, streamline processes, and boost efficiency.
