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Kognic Reviews & Product Details

Kognic is the leader in autonomy data annotation, delivering the world's most productive platform for multi-modal sensor-fusion data. Purpose-built for cameras, LiDAR, radar, and temporal streams, Kognic helps autonomy teams accelerate development with premium quality and high-throughput workflows. Our unique advantage combines three elements: People — domain experts and a scalable global workforce operating under strict ethical standards; Platform — designed to minimize human effort, integrate automation, and optimize productivity; Processes — proven workflows for quality assurance, scale, and predictability. Together, this makes Kognic the price leader in autonomy data annotation — no one delivers more annotated autonomy data per dollar. Trusted by enterprise customers across the U.S., Europe, China, and Japan, Kognic has delivered over 100 million annotations with full ISO, SOC2, and TISAX certifications. We support flexible deployment models — cloud (SaaS), on-premise, or hybrid — and seamlessly integrate with customer ML pipelines, cloud storage (AWS, Azure, GCP), and frameworks like PyTorch and TensorFlow. From bounding boxes to trajectory evaluation, intent judging, and clip curation, Kognic adapts workflows to meet emerging autonomy needs. We evolve with the frontier of Physical AI, ensuring customers get the most annotated autonomy data for their budget.

Seller

Kognic

Languages Supported

English, Japanese, Chinese (Simplified)

Product Description

Kognic is the annotation platform that helps enterprises assemble efficient ground-truth data pipelines for sensor-fusion datasets. Kognic accelerates machine learning (ML) for performance-critical, embodied AI such as autonomous driving and robotics.

Overview by

Steven Spieczny

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Kognic Media

Kognic Demo - Machines learn faster with Human feedback

Kognic provides the most productive annotation platform for autonomy data. We help customers integrate scalable, cost-efficient human feedback into their data pipelines — so they can train and validate autonomous systems that are safe, reliable, and aligned with human expectations.

Kognic Demo - Multi-Sensor Fusion Annotation

Purpose-built tools for annotating and analyzing camera, LiDAR, and radar data simultaneously in a unified workflow, with advanced support for multi-LiDAR configurations including motion compensation and synchronized projections across all sensors.

Kognic Demo - Live QA Dashboards and Real-Time Metrics

Real-time production monitoring tracking accuracy, object counts, error types, and reviewer performance with customizable QA rules that adapt to evolving requirements throughout the project lifecycle without engineering delays.

Kognic Demo - QA-First Auto-Label Optimization

Intelligent automation designed to fine-tune auto-labels rather than annotate from scratch, with smart detection of areas needing human review and automated quality validation to ensure algorithms handle confident predictions while humans focus on edge cases.

Kognic Demo - Sensor Fusion Expertise and Anomaly Detection

Domain-aware quality assurance with expert teams trained to identify perception anomalies, sensor drift, miscalibration issues, and timing synchronization problems across multi-modal sensor data, ensuring automotive-grade quality for ADAS/AD development.