Nota AI’s Nota Vision Agent has been awarded the 2026 Edge AI and Vision Product of the Year Award in the Edge AI Large Multimodal Models category.
NVA (Nota Vision Agent) is Nota AI’s flagship generative AI video monitoring solution that transforms traditional video feeds into intelligent, conversational insights. Unlike conventional computer vision (CV)-based object detection focused on predefined objects, NVA leverages a Vision Language Model (VLM) to interpret complex scenarios and generate real-time text descriptions, safety reports, and incident summaries. Serving mission-critical sectors such as transportation, industrial safety, logistics, and national defense, NVA enables organizations to shift from passive monitoring to proactive, AI-driven decision-making.
Key features include:
- VLM-based contextual understanding. NVA interprets complex visual scenarios beyond the reach of conventional object detection. While detector-based models focus on identifying objects, NVA understands human actions, interactions, and situational context—enabling proactive safety management and the detection of previously unseen anomalies, such as novel accident patterns or emerging hazards, without explicit rules or retraining.
- Real-time on-device intelligence. Through optimized VLM architecture and edge-oriented compression, NVA performs low-latency inference on resource-constrained hardware. By analyzing video locally, it enables immediate hazard recognition and consistent real-time performance.
- Automated operational intelligence. NVA integrates Visual Question Answering and automated report generation to turn video streams into actionable intelligence. Operators can query footage in natural language and automatically generate timestamped incident reports, reducing manual monitoring and reporting overhead.
“We are honored to receive the 2026 Edge AI and Vision Product of the Year Award for NVA (Nota Vision Agent). This recognition reflects our commitment to redefining video intelligence—from rule-based detection to generative, context-aware understanding,” said Myungsu Chae, CEO. “At the heart of NVA is Nota AI’s proprietary AI compression and optimization technology, which enables heavy Vision Language Models (VLMs) to run efficiently on diverse edge devices. By overcoming the computational barriers of generative AI, we empower organizations to move beyond passive monitoring toward proactive, real-time decision-making. We are rapidly expanding NVA’s impact across key vertical sectors—including transportation, industrial safety, smart monitoring, media, and healthcare—delivering the power of lightweight yet high-performance video intelligence to environments where actionable insight matters most.”
Nota AI (Nota Inc.) is a technology startup specializing in AI model optimization. We aim to bring the benefits of AI to everyone and everywhere, democratizing its use across industries and applications. Our main product is NetsPresso, a hardware-aware AI model optimization platform. NetsPresso enables application of AI solutions for a diverse range of industries including intelligent transportation systems and driver monitoring system. Nota AI partners with market leaders including ARM, NVIDIA, Samsung SDS, LG CNS, Microsoft, and AWS.
The award trophy will be presented at the 2026 Embedded Vision Summit May 11-13 in Santa Clara, CA. The awards program is organized by the Edge AI and Vision Alliance. The Edge AI and Vision Product of the Year Awards celebrate the innovation and achievement of the industry’s leading companies that are enabling and developing products incorporating edge AI and computer vision technologies.
