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Expert Human Data

Precision Human Input and Feedback at Scale

We manage secure, private, and SLA-backed human-in-the-loop data operations for frontier AI teams.

Our global expert network powers:

  • Reinforcement Learning with Human Feedback (RLHF)

    Expert-driven preference data for model alignment

  • Supervised Fine-Tuning Annotations (SFT)

    High-quality labeled data for model specialization

  • Model Evaluation

    Rigorous testing and assessment of model performance

  • Domain-Specific Labeling

    Specialized expertise in Healthcare, Finance, Legal, and STEM

  • Edge Case Testing

    Identifying and addressing model limitations and vulnerabilities

Our Expert Advantage

  • Highest quality labelers

    Access the top 1% of researchers, experts, and engineers globally.

  • Deep domain expertise

    Focused on highly regulated industries such as Healthcare, Finance, and Legal.

  • Wide modality coverage

    Our experienced experts have worked across modalities including text, audio, and video.

10+

Companies Served

4.9/5

Client Rating

98%

Success Rate

48h

Average Match Time

Ready to enhance your AI with expert human data?