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Kognic
Enterprise-grade sensor fusion data annotation platform for high-performance ML training.
About Kognic
Kognic is a purpose-built annotation platform engineered to accelerate the creation of high-quality ground-truth data for complex sensor-fusion datasets. The platform addresses the critical bottleneck in machine learning pipelines where raw multi-sensor data (LiDAR, radar, camera) must be converted into precisely labeled training datasets. Kognic streamlines annotation workflows through intelligent tooling, quality assurance mechanisms, and scalable infrastructure designed for enterprise-scale operations. The platform enables organizations to reduce annotation time, maintain consistency across massive datasets, and dramatically accelerate ML model development cycles. When deployed through AiDOOS, Kognic benefits from enhanced governance frameworks, optimized resource scaling, and seamless integration into existing data infrastructure, enabling organizations to govern annotation processes at scale while maintaining cost efficiency and data quality standards.
Challenges It Solves
- Manual sensor data annotation is time-consuming and difficult to scale efficiently
- Maintaining annotation consistency and quality across large, complex datasets
- Coordinating multi-sensor data labeling for autonomous systems and robotics applications
- Reducing time-to-market for ML models dependent on high-quality ground-truth data
- Managing and tracking annotation workflows across distributed teams
Use Cases
Autonomous Vehicle Development
Accelerate self-driving car ML model training by annotating complex street scenes, traffic patterns, and sensor data from multiple camera and LiDAR feeds simultaneously.
Robotics Perception Systems
Enable robots to navigate and interact with environments by creating precise ground-truth datasets from multi-sensor fusion for 3D scene understanding.
Industrial Computer Vision
Build robust quality control and defect detection models by annotating industrial sensor data at scale with consistent labeling standards.
Advanced Driver Assistance Systems
Develop ADAS features by annotating real-world driving scenarios across multiple sensor streams for collision avoidance and safety systems.
Pricing
Pricing available on request
Kognic pricing is customized based on your team size, integrations, and requirements. AiDOOS will get you a scoped proposal — for free.
Key Features
Coordinate labeling across LiDAR, radar, and camera data streams
Unified annotations for complex sensor datasets in single workflowAutomated consistency checks and annotation validation
Maintain high accuracy standards across all labeled dataHandle enterprise-scale datasets with distributed annotation workflows
Process millions of sensor data points efficiently and reliablyPurpose-built 3D visualization and annotation interfaces
Annotators work 3-4x faster with specialized sensor data toolsOrchestrate annotation pipelines with rules-based routing
Reduce manual coordination overhead by 50%+ with automationReviews
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Enterprise Readiness
Integrations
6 total appsNative integration with ROS ecosystems for robotics data pipeline management
Stream sensor data directly from Kafka topics for real-time annotation workflows
Seamless data storage and retrieval from AWS cloud infrastructure
Integrated support for GCS-based sensor data repositories
Track and manage annotated datasets within MLOps pipelines
RESTful API for building custom integrations and workflow automation
AiDOOS Managed Deployment
Deploy Kognic in
AiDOOS handles setup, CRM integration, SSO config, and user provisioning. Your team goes live — not your IT department.
Prerequisites
Configuration Options
A Virtual Delivery Center for Kognic
Pre-vetted experts and AI agents in the loop, assembled as a delivery pod. Pay in Delivery Units — universal pricing across roles, seniority, and tech stacks. No hiring, no contracting, no procurement cycle.
- Plans from $2,000 — Starter Pack, 10 Delivery Units, 90 days
- Refundable on unused Delivery Units, anytime — no questions asked
- Re-delivery guarantee on acceptance miss
- Pre-flight delivery sizing — you see the plan before you commit
How a Virtual Delivery Center delivers Kognic
Outcome-based delivery via AiDOOS’s VDC model. Why VDC vs traditional consulting? →
Outcome-Based
Pay for results, not hours
Milestone-Driven
Clear deliverables at each phase
Expert Network
Access to certified specialists