Superb AI

What Superb AI does

Superb AI transforms raw visual data into actionable business intelligence through an enterprise-grade Vision Intelligence platform. This platform covers every stage of the Vision AI lifecycle, from data preparation to model deployment. It is built on three core pillars: the AI Refinery for converting raw visual data into high-value intelligence, the AI Engine powered by their proprietary vision foundation model (ZERO VFM), and the Autonomous Flywheel. Superb AI aims to simplify AI development, accelerate innovation, and provide industry-specific AI solutions across diverse sectors, focusing on Vision AI technologies that act as the "eyes" of industry. They offer solutions for companies developing AI in-house, as well as ready-to-use video analytics for those new to AI adoption.

Products

• Superb PlatformAn efficient and secure MLOps platform that unifies every step of AI development, from data design, collection, and processing to model training, deployment, and monitoring. It is available in Cloud and On-premise versions and includes Superb Curate, Superb Label, Superb Model, and Superb Apps.
• Superb CurateA component of Superb Platform for data management and curation, enabling automatic key data extraction, data distribution visualization, and synthetic data generation.
• Superb LabelA component of Superb Platform for efficient and stable image, video, and point cloud data labeling, offering complex annotations, integrated project management, custom auto-labeling AI, and automatic object tracking.
• Superb ModelA component of Superb Platform for automated model training, continuous evaluation and optimization, and no-code model deployments and upgrades with endpoint scheduling.
• Superb AppsA component of Superb Platform for efficient data processing (e.g., format conversions) and automated workflows connecting various processes and external alerts.
• ZERO (Vision Foundation Model)Korea's first industry-tailored vision foundation model (VFM) that works out-of-the-box. It sees, searches, and generates without additional training, using natural language and visual prompts for object detection and analysis. It is integrated into Superb Video Analytics.
• Superb Video AnalyticsAn AI-powered video monitoring system for real-time object detection and tracking, VLM/LLM-based natural language video search, AI model training/re-training, and dashboards for monitoring AI inference results. It is powered by ZERO and adapts to various scenarios without pre-training.
• Superb Industrial Solutions: Defect DetectionAI-powered defect detection for production lines, capable of instant deployment without image labeling, detecting both structural and logical defects, and offering customizable sensitivity settings.
• Superb Industrial Solutions: Edge AISolutions for real-time AI inference in industrial sites with no network access, strict security restrictions, or mobile equipment, ensuring real-time inference without network latency and stringent data security.
• Superb Service: Integrated Project Execution & Operation PackageA service offering full AI project lifecycle management, from AI project design and model development to regular updates and ongoing operations, managed by Superb AI experts.

Key capabilities

• Enterprise-grade Vision Intelligence platform
• AI Refinery for visual data conversion
• AI Engine powered by proprietary vision foundation model (ZERO VFM)
• Autonomous Flywheel for continuous optimization
• Data labeling for image, video, and point cloud data
• Pre-trained auto-labeling AI models
• Project progress tracking and statistical analysis
• Data cleaning, high-value data curation, and data distribution visualization
• Intuitive model training, performance comparison, vulnerability assessment, and enhancement tools
• AI deployment in cloud (endpoint) and on-premise environments (Runtime software)
• Data format conversion and workflow automation
• Multi-factor authentication (MFA) and IP-based access restrictions (IP Whitelist)
• Customizable AI Credits for AI-powered automation
• Flexible data volume and user seats (unlimited Collaborator seats)
• Dedicated customer support, onboarding, and data migration assistance
• Deployment in air-gapped networks and private cloud (VPC)
• Seamless integration with existing infrastructure and MLOps pipelines
• Integrated hardware provision (storage, CPU, GPU)
• Large-scale data management and automated data curation/reduction
• One-click model deployment to diverse edge environments
• Data, model, and user permission management with audit logs
• Real-time object detection and tracking in video analytics
• VLM-, LLM-based natural language video search
• AI model training and re-training for enhancement in video analytics
• Dashboards for monitoring AI inference results in video analytics
• Instant AI deployment for defect detection without image labeling
• Detection of both structural and logical defects
• Rapid defect detection keeping up with production speed
• Customizable sensitivity settings for defect classification
• Real-time inference without network latency for Edge AI
• Installable in environments without power supply for Edge AI
• Stringent data security for Edge AI
• Seamless integration with high-speed production lines and robots for Edge AI
• AI model development, system integration, regular updates, and operations managed by experts
• Continuous optimization from custom AI model development to system enhancements
• System integration and dashboard support
• Automatic Key Data Extraction (Superb Curate)
• Complex Annotations Done with a Single Click (Superb Label)
• Custom Auto-Labeling AI with as few as 100 images (Superb Label)
• Automatic Object Tracking & Labeling (Superb Label)
• Automated Model Training (Superb Model)
• Continuous Model Evaluation & Optimization (Superb Model)
• No-Code Model Deployments & Upgrades (Superb Model)
• Endpoint Scheduling (Superb Model)
• Efficient Data Processing (Superb Apps)
• Automated Workflows Connecting Every Process (Superb Apps)
• Zero-shot capabilities for object detection (ZERO)
• Real-time inference with SOTA-level detection accuracy (ZERO)
• Intuitive input methods (text and visual prompts) (ZERO)
• Flexible deployment (cloud or on-premise) (ZERO)
• Effortless integration with usage-based APIs (ZERO)
• PII De-Identification for personal data protection
• NVR & VMS Compatibility
• Support for ONVIF IP, RTSP, and USB cameras
• Cloud & On-Premise Support for deployment flexibility
• Custom Zone Settings & Alerts

Use cases

• Unlocking value from visual data for Physical AI
• Data preparation for Vision AI lifecycle
• Model deployment for Vision AI lifecycle
• Automated labeling of autonomous driving footage
• Synthesizing fire-related data to reduce false alarms and detection time
• Smooth collaboration between dental specialists and AI experts for AI advancement
• Managing data security and remote worker collaboration with role-based access and user reports
• Generating synthetic data for diverse climate and camera data to improve security system accuracy
• Automatically classifying pipe-welding defect types
• Searching 10M video frames in under 2 seconds with natural language queries
• Curating effective datasets to improve model accuracy
• Building accurate computer vision datasets faster
• Training, diagnosing, and deploying AI models with ease
• Managing and visualizing various types of video and image data for autonomous driving
• Handling large-scale datasets in on-premise environments for data security/export restrictions
• Processing massive video data on vehicles and surroundings in real-time for autonomous systems
• Driver monitoring to prevent safety accidents
• Pedestrian and vehicle detection for road safety
• Traffic signal and sign recognition for traffic flow and compliance
• Road condition and hazard detection for safer driving
• Driving analysis and optimization for fuel efficiency
• Real-time object detection and tracking for video monitoring
• Natural language video search for specific scenes and people
• Enhancing security monitoring and swift response for missing persons and suspects
• Automated management of large-scale labeled data for autonomous systems
• Real-time deployment of continuously evolving AI models for autonomous systems
• Monitoring heavy equipment operators for phone usage and focus, issuing real-time warnings
• Optimizing datasets with Superb Curate to maximize model performance
• Generating synthetic samples to fill data gaps
• Automated model training and continuous optimization
• Real-time anomaly detection in video surveillance
• Monitoring safety gear use, access to hazardous zones, and signs of fire/smoke in construction
• Detecting workers not wearing PPE
• Detecting and alerting unauthorized entry into restricted zones
• Protecting personal data by anonymizing elements like faces and license plates (PII De-Identification)
• Real-time on-site risk monitoring and 24/7 intelligent surveillance for physical security
• Precise event detection for physical security
• Reducing false alarms in security systems with diverse datasets and synthetic data
• Detecting traffic violations and accidents with citywide CCTV cameras
• Tracking passenger wait times and movement at airport security checkpoints
• Public safety: real-time identification for missing persons and suspects
• Citywide monitoring through connected surveillance cameras
• Real-time accident prevention
• Traffic and population flow management
• Crowd density analysis and risk identification
• Disaster detection and response for isolated/injured individuals
• Automated package sorting in logistics
• Automated label classification in logistics
• Robotic picking systems in logistics
• Classifying products by size, shape, and color to improve loading efficiency
• Tracking movements of raw materials, recognizing stock consumption, distinguishing active silos, tracing routes for inventory placement in warehouses
• Automating recognition and classification of barcodes and labels of incoming boxes
• Production process optimization in logistics
• Next-generation logistics automation
• Automated product recognition & classification on assembly lines
• Optimized warehouse space utilization
• Optimized delivery routes
• Real-time delivery tracking & monitoring
• Quality inspection automation in industrial settings
• Real-time insights and bottleneck identification in production
• Improved production yield and equipment efficiency
• Raw material inspection & component classification
• Consistent quality assessment without visual inspection
• Minimized downtime by monitoring equipment wear and abnormal patterns
• Improved inventory management through barcode scanning and storage optimization
• Supply chain optimization through automated packaging inspection and pallet tracking

AI approach

Superb AI provides an enterprise-grade Vision Intelligence platform covering the entire Vision AI lifecycle, from data preparation to model deployment. They build their own proprietary vision foundation model (ZERO VFM) and offer solutions for data curation, labeling, model training, and deployment. Their approach emphasizes data-centric AI, automated processes, and industry-specific applications, with a focus on real-time inference and flexible deployment options.

Tech named: Machine Learning, Deep Learning, Human-in-the-loop AI, Computer Vision, MLOps, AI, Data Labeling, Data Annotation, NLP, Ground Truth Data, Training Data, Data Curation, Data Ops, Generative AI, Vision Foundation Model (VFM), ZERO VFM, Vision Intelligence, AI Refinery, AI Engine, Autonomous Flywheel, Superb Curate, Superb Label, Superb Model, Superb Apps, Auto-Edit, Automated Model Training, Continuous Model Evaluation & Optimization, No-Code Model Deployments & Upgrades, Endpoint Scheduling, VLM (Vision-Language Model), LLM (Large Language Model), Zero-shot capabilities, Real-time inference, SOTA-level detection accuracy, GPU, NPU, Edge devices, APIs, YOLO, COCO, OCR (Optical Character Recognition)

Industries served

• Mobility
• Security
• Defense
• Logistics
• Manufacturing
• Healthcare
• Agriculture
• Agritech
• Transportation
• Robotics
• Safety & Security
• Retail
• Government
• Sports & Wellness
• Gaming
• AR / VR
• Physical AI
• Construction
• Automotive
• Steel Manufacturing
• Wind Tower Manufacturing
• Engineering & Trading
• Clean Energy
• Power Plant Maintenance
• Land & Housing Development
• Public Institutions
• Smart Factories

What it says sets it apart

• Proprietary vision foundation model (ZERO VFM) built for industrial use
• End-to-end Vision Intelligence platform covering data preparation to model deployment
• Integrated stack from data to model training to applications on a single platform
• Korea's official K-AI national representative
• NVIDIA's only Physical AI partner in Korea
• AWS Rising Star Partner of the Year
• Winner at CVPR 2026
• Over 130 million real-world industrial data points gathered in-house
• 81-patent portfolio for core technologies
• No-Code AI with automated labeling and model training (10 patents)
• Data-Centric AI with automated data curation and generation (8 patents)
• Industrial AI with industry-tailored foundation model and agents (10 patents)
• Physical AI with 3D / Spatial and Temporal Recognition (10 patents)
• ZERO requires no pre-training and is ready out-of-the-box for production
• ZERO delivers real-time inference at 1.033 TFLOPS with SOTA-level detection accuracy
• Intuitive input methods for ZERO using natural language and visual prompts
• Flexible deployment options (cloud and on-premise) for ZERO
• Superb Video Analytics recognizes situations instantly without pre-training
• Natural language search for video footage, boosting monitoring efficiency by 200%
• Transforms CCTV and phone footage into spatial intelligence without extra equipment
• AI agent interaction with the system in natural language for statistics and event finding
• Industry-leading data protection with AES-256 encryption, role-based access control, and 100% data ownership by the customer
• Supports deployment in air-gapped networks and private cloud (VPC)
• Offers integrated hardware provision for on-premise solutions
• Custom AI project consulting and execution in just two weeks

Funding rounds we track

From the AI funding tracker — rounds as reported by the linked publications.