Robotics and Manufacturing

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.

Trusted by AI leaders from startups to enterprises

Use cases

Reinventing robotics & manufacturing with AI-enabled solutions.

Sensor Data Labeling

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






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.

Accelerate your AI development today.