# 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