Precision Data, Powered by Human Expertise
We help leading AI teams build smarter, safer models with private and domain-specific training data as well as expert human data.
Secure infrastructure. Specialist workflows. Global expert network.
Build Smarter AI, the Right Way
Expert Human Data
Human-in-the-loop evaluations, annotations, and supervised fine-tuning by vetted specialists.
Learn morePrivate Training Data
Proprietary, legally cleared datasets for AI training, fine-tuning, and benchmarking.
Learn moreExpert Human Data
Precision Human Input and Feedback at Scale
Our global expert network powers:
- Reinforcement Learning with Human Feedback (RLHF)
- Supervised Fine-Tuning Annotations (SFT)
- Model Evaluation
- Domain-Specific Labeling (Healthcare, Finance, Legal, STEM)
- Edge Case Testing
We manage secure, private, and SLA-backed human-in-the-loop data operations for frontier AI teams.
- 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
Private Training Data
Proprietary, Licensed Datasets for AI Training & Benchmarking
We help enterprises unlock the commercial value of their data — securely, ethically, and at scale — while connecting AI builders to rare, high-integrity datasets they can't get anywhere else.
For Data Owners:
- Identify high-value data assets
- Structure compliant licensing models
- Match data with vetted AI companies and researchers
- Protect privacy, IP, and sensitive information
- Turn passive data assets into long-term revenue streams
For AI Builders:
- Access non-public, high-quality datasets across modalities: text, images, audio, video, behavioral logs
- Legally cleared, fully licensed, ready-for-training data
- Structured formats, documentation, and metadata
- Domain-specific data for finance, legal, healthcare, and more
Illustrative Datasets:
Platform & Technology
Secure, AI-Optimized Data Operations
Private annotation & evaluation platform
Secure environment for sensitive data processing
Customizable workflows for complex AI tasks
Tailor processes to your specific AI development needs
AI-assisted tooling with human oversight
Combining automation with expert judgment
Enterprise-grade security and access controls
Protecting your most sensitive data assets
Full audit trails and reporting dashboards
Complete visibility into all data operations
Compliance modules for sensitive & regulated data
Meeting the highest standards for healthcare, finance, and legal data
Resources
Case Studies
Successful data monetization and AI model fine-tuning
Medical coder for model training
Coming Soon
Finance dataset for benchmarking
Coming Soon
Medical consults for model training
Coming Soon
Playbooks & Whitepapers
Expert resources for AI data operations
Building scalable human-in-the-loop AI data pipelines
Coming Soon
Licensing frameworks for AI training data
Coming Soon
Industry webinars and expert-led events
Coming Soon
About Us
Human Expertise + Data Integrity for AI
We're a collective of AI product specialists, data infrastructure leaders, hiring experts, and domain experts committed to powering safer, smarter AI.
Our mission is to deliver the highest-integrity human feedback and private training datasets — helping AI teams build systems that work reliably in the real world.
Contact
Let's Talk
Have a data project, expert evaluation need, or proprietary dataset you want to license? We'd love to help.