Robotics & Manufacturing AI Annotation

Centaur.ai delivers high-quality human judgment for robotics teams—labeling sensor data, task outcomes, and edge cases to improve perception, safety, and autonomy in the real world.

Use cases

Reinventing robotics & manufacturing with AI-enabled solutions.

Sensor Data Labeling

Centaur enables teams to label complex multi-modal data, supporting object detection, environment parsing, and temporal modeling.

• LiDAR, camera, and depth data classification
• Movement and object tracking across frames
• Task outcome evaluation to assess and learn from real-world performance

Human-Robot Interaction (HRI) Feedback

Support collaborative robotics by assessing the quality of human-robot interactions in shared spaces.

• Reviewers evaluate timing, responsiveness, and safety from a human perspective.
• Intent recognition and action alignment
• Social comfort & space adherence
• Handoff and timing evaluation

Simulation & real-world alignment

Bridge the gap between training and deployment by evaluating model behavior in simulation vs. physical environments.

• Reviewers tag inconsistencies and validate performance across settings.
• Sim-to-real QA for navigation or grasping
• Discrepancy detection in visual or action output
• Labeling model failures for retraining loops

Trusted by AI leaders across all industries

From start-up to scale up, we support your data annotation needs throughout the AI lifecycle.

Why Centaur.ai

We deliver unmatched accuracy, speed, and scalability—helping you ship better AI, faster.

• Speed and scale: Access millions of annotations weekly from a network of thousands of experts, taking models from exploratory analysis to deployment in weeks, not months.
• Quality by design: Experience how label quality is built into the Centaur.ai system, with frequent performance measurement and pay-for-performance incentives.
• Advanced dataset insights: Leverage more reliable statistical information to inform your algorithm training plan.
• Privacy and security: Worry less with leading privacy and security capabilities.
• Quality focused: Lean on Centaur.ai expertise as the premier annotation company leveraging collective intelligence to ensure quality.
• All data types: From individual types to multimodal solutions, get all of your annotation needs in one single platform.

Industries building models with Centaur.ai

Powering innovation across the world with superior quality data annotation.

• LLMs and Software
  From chatbots answering patient questions to expert review of LLM outputs.
• Hardware Devices
  From software as a device to next-generation AI-enabled hardware devices.
• Life Sciences
  From accelerating drug discovery to leveraging real world evidence.
• Insurance
  From accelerating claims processing and reimbursement, to improving customer service.
• Consumer
  From skin matching AI for cosmetics, to AI-enabled wellness applications.

Accurate and scalable data labeling and model evaluation