Kognic Case Studies

Continental Case Study: Accelerating 3D Ground Truth Production

Written by Björn Ingmansson | Jan 30, 2026 9:30:58 AM

The Challenge

Continental's perception development team faced a growing bottleneck: producing high-quality 3D ground truth data from LiDAR point clouds at the scale their projects demanded.

Without specialized tooling and automation, the annotation process proved time-consuming and resource-intensive. Manual 3D labeling requires deep expertise, and scaling internal teams alone couldn't keep pace with development timelines. The team needed a solution that could:

  • Handle complex LiDAR and multi-sensor data
  • Scale annotation capacity without sacrificing quality
  • Integrate smoothly with existing workflows
  • Provide flexibility in workforce management

The Solution

In late 2023, Continental's R&D team discovered Kognic through a proof-of-concept project. What set Kognic apart wasn't just feature parity with competitors—it was the flexibility and value the platform delivered.

Hybrid Workforce Model: Continental implemented a hybrid approach, combining Kognic-sourced annotators with their own internal labeling teams. This gave them the scalability of an external workforce while maintaining control over quality and operations.

Seamless Data Pipeline: Kognic's platform handled the complete data pipeline—uploading, processing, and annotating LiDAR point-cloud and camera data—without requiring Continental to overhaul their existing infrastructure.

Streamlined Task Management: Labeling task scheduling became more efficient, allowing the team to focus on perception development rather than annotation logistics.

The Results

With Kognic, Continental achieved:

  • Rapid ramp-up of 3D ground truth generation processes
  • Successful customer demonstrations powered by their enhanced perception stack
  • Greater efficiency in manual 3D annotation and quality assurance
  • Maintained operational control while achieving the scalability they needed

The partnership enabled Continental to move faster on perception development without compromising on the quality of training data that safety-critical ADAS systems demand.

Want results like these? See how leading autonomy teams use Kognic to accelerate their path to production. Explore Kognic solutions →