The leader in autonomy data annotation
Kognic News: Funding, Partnerships and Awards
Company news
28 Oct 2026
Kognic's announcements in one place: funding rounds, partnerships, new offices and awards, each as published on its date.
Kognic Platform Updates: Every Release, Month by Month
Product updates
28 Oct 2026
Every Kognic platform update in one place, month by month: annotation tools, automation and quality checks as they were released.
Kognic Platform Update | October 2026
Product updates
27 Oct 2026
October 2026 Kognic platform updates: the annotation guide and live-check report cards in the tool, multi-object geometry edits,...
Why Is Autonomous Driving Annotation So Expensive?
Pre-labels, people and cost
9 Oct 2026
Autonomous driving annotation is expensive because the data is 3D, multi-sensor and safety-critical. The five cost drivers, and...
Autonomous Driving Annotation: The Complete Guide
Autonomous driving annotation
29 Jul 2026
Autonomous driving annotation labels camera, LiDAR, and radar data to train AV perception. A complete guide to types, quality,...
Mining Edge Cases from Fleet Data
Edge cases and reasoning data
15 Jul 2026
How AV teams identify, classify, and prioritize rare failure scenarios from fleet sensor data for targeted annotation and model...
End-to-End Autonomy and the Human Feedback Problem
Edge cases and reasoning data
1 Jul 2026
E2E driving models don't eliminate the need for human feedback. They change its form. Here's what that means for your training...
Encord Alternative for Autonomous Driving Annotation
Buyer guides
17 Jun 2026
Kognic vs Encord for autonomy annotation: multi-sensor depth, 90+ quality checkers, TISAX assessed, API-first. Trusted by...
TISAX-Assessed Annotation Platforms: What It Means for AV Data
Quality and traceability
10 Jun 2026
TISAX-assessed annotation platforms meet European OEM security requirements. What TISAX covers, how the assessment levels differ,...
Multi-LiDAR Annotation: Handling Complex Sensor Setups
3D, LiDAR and sensor fusion
3 Jun 2026
Multi-LiDAR annotation is hard where sensor sweeps overlap, not because of sensor count. Calibration, overlap resolution, and...
Best LiDAR Annotation Platforms 2026: 8-Platform Comparison
Buyer guides
27 May 2026
Compare 8 LiDAR annotation platforms in 2026: Kognic, Encord, Scale, Labelbox, Segments.ai, Supervisely, BasicAI, CVAT....
Sensor Fusion Annotation for Autonomous Vehicles: A Complete Guide
3D, LiDAR and sensor fusion
8 May 2026
How sensor fusion annotation combines camera, LiDAR, and radar for safer autonomous driving. Workflows, calibration, and...
What Is Human-in-the-Loop Machine Learning?
Pre-labels, people and cost
14 Apr 2026
How human-in-the-loop machine learning improves annotation accuracy, reduces costs, and accelerates autonomous driving...
Camera vs LiDAR Annotation: When to Use Each
Autonomous driving annotation
7 Apr 2026
Compare camera and LiDAR annotation for autonomous driving. Learn when to use 2D vs 3D annotation, how sensor fusion changes the...
Top 5 Scale AI Alternatives for Autonomous Driving Annotation (2026)
Buyer guides
27 Mar 2026
Compare the top 5 Scale AI alternatives for autonomous driving annotation. See how Kognic, Labelbox, V7, SuperAnnotate, and...
Kognic vs V7: Which Annotation Platform for Autonomous Driving?
Buyer guides
10 Mar 2026
How do Kognic and V7 compare for autonomous driving annotation? Feature comparison, pricing, and which platform fits your use...
Launching Language Grounding: Teaching Machines Why Things Happen
Edge cases and reasoning data
27 Feb 2026
Kognic launches Language Grounding. Annotation for reasoning-based autonomous driving models. Three modes, one methodology: Chain...
What is 3D Point Cloud Annotation? The Complete 2026 Guide
3D, LiDAR and sensor fusion
19 Feb 2026
Complete guide to 3D point cloud annotation for autonomous driving. Compare top tools (Kognic, CVAT, BasicAI, Encord) and learn...
Edge Cases in Autonomous Driving: Detection and Handling Guide
Edge cases and reasoning data
17 Feb 2026
What are edge cases in autonomous driving? Learn the four types, detection methods, and how to build datasets that make...
LiDAR Annotation Best Practices Guide + Best Tools (2026)
3D, LiDAR and sensor fusion
5 Feb 2026
Step-by-step LiDAR annotation best practices for AV teams, plus a 2026 comparison of the best LiDAR annotation tools. Covers...
Why Kognic's Auto-Label Performance Works
Pre-labels, people and cost
26 Jan 2026
Learn how Kognic's auto-label co-pilot delivers up to 68% faster annotation without compromising quality. See how smart frame...
100+ Million Annotations Delivered: What Production-Scale Validation Looks Like
Pre-labels, people and cost
23 Jan 2026
Seven years, 70+ programs, 100M+ annotations across camera, LiDAR, and radar. What production-scale autonomy annotation actually...
5 Ways to Halve Your Annotation Budget Without Sacrificing Quality
Pre-labels, people and cost
11 Dec 2025
Cut annotation costs by 50% without compromising quality. Discover Kognic's strategies for smarter workflows, QA integration,...
Efficient BEV Occupancy Annotation for Autonomous Driving: A Complete Guide
3D, LiDAR and sensor fusion
9 Dec 2025
Learn to efficiently and accurately annotate BEV occupancy data for autonomous driving, enhancing spatial understanding and...
Pre-Production Validation Challenges in Autonomy Systems
Quality and traceability
3 Dec 2025
What are the biggest validation challenges in autonomous driving? Learn about data quality, regulatory compliance, and ground...
The Hidden Costs of Choosing the Wrong Annotation Provider
Buyer guides
2 Dec 2025
Choosing the cheapest data annotation provider can lead to hidden costs in engineering time, project delays, and reduced model...
From Bounding Boxes to Behaviour: How Foundation Models Are Changing Autonomy...
Edge cases and reasoning data
26 Nov 2025
Foundation models are revolutionizing autonomous driving by shifting focus from geometric supervision to behavioral...
Enhancing annotation efficiency: Insights from rProcess and Kognic's...
Pre-labels, people and cost
26 Nov 2025
Inside the Kognic + rProcess collaboration: how the partnership improves 3D LiDAR annotation throughput and quality control on...
Top 9 Sensor Fusion Data Labeling Tools
Buyer guides
25 Nov 2025
Discover the top sensor fusion data labeling tools for autonomous driving and robotics, comparing engineering rigor, 3D...
Scaling Subject-Matter Expertise in Safety-Critical AI
Pre-labels, people and cost
21 Nov 2025
Discover how SME annotations enhance decision-making in safety-critical AI by leveraging domain expertise for higher accuracy,...
Understanding 3D Semantic Segmentation
3D, LiDAR and sensor fusion
8 Sep 2025
What is 3D semantic segmentation? Learn how it works, why it matters for autonomous driving, and how to evaluate annotation...
Exploring 2D Instance Semantic Segmentation
3D, LiDAR and sensor fusion
4 Sep 2025
Discover the importance of 2D instance semantic segmentation in computer vision and learn how to implement it using Kognic's...
