Empowered By Human Intelligence
Where Human Intelligence Meets
the AI Frontier.
We build the data infrastructure behind the world’s most capable AI systems — from foundation models to production agents.
Expertise
Optimized for CodingRLHFComplex ReasoningReview & InspectionData ProductionCrowdsourcingCross-languageContent ProcessingUser Co-creation
What We Do
Services & Solutions
Foundation Model Training
Human-generated data pipelines for pre-training, fine-tuning, and RLHF — designed to your model's exact specifications at every stage of development.
- 01Model fine-tuning support
- 02RLHF design & execution
- 03RLVR verification & iteration
- 04Benchmarking & stress testing
Agent Optimization & Evaluation
Structured evaluation and human-in-the-loop refinement that help autonomous agents move from prototype to production-grade reliability.
- 01Agent behavior eval & adversarial testing
- 02Prompt design & process optimization
- 03Explainability & reliability assurance
AI Safety & Red Teaming
Adversarial testing, bias auditing, and safety evaluation by trained specialists — identifying model vulnerabilities before they reach users.
- 01Adversarial prompt testing
- 02Bias auditing & mitigation
- 03Safety benchmark design
- 04Red team coordination
Vertical AI Solutions
Domain-expert annotation and evaluation for healthcare, legal, finance, and other specialized industries where generic training data falls short.
- 01Medical imaging & diagnosis assist
- 02Financial risk management
- 03E-commerce recommendations & NLP
- 04Embodied AI & robotics
- 05Simulation data pipeline
Case Studies
Showcase
HLE Adversarial Training
Designed and delivered thousands of expert-crafted adversarial prompts targeting frontier model weaknesses on Humanity’s Last Exam, significantly improving robustness across critical reasoning dimensions.
Code Refactoring Benchmark
Two complementary approaches — Mining Baselines for ground truth and Deep Verification for equivalence — combined to produce production-grade code quality benchmarks.
Mining from GitHub PRs
Docker + unit tests
Synthetic inputs, output consistency
High-quality output
RL Gym Simulation
Built multi-agent simulation environments for reinforcement learning from human feedback, enabling scalable reward model training with real-world behavioral fidelity.
High Fidelity
Web OS environment
Synthetic Data
Resettable scenarios
Full Observability
Legal compliance
Hallucination Optimization Training
Developed a rigorous hallucination taxonomy and annotation pipeline processing 100K+ model outputs, directly reducing factual error rates by 40% in production models.
Report Generation Benchmark
Comprehensive evaluation framework measuring agent-generated reports through 7 standardized quality dimensions.
Search Benchmark
Multi-tier accuracy and correctness evaluation framework for search agent performance.
- Zero tolerance for factual errors
- Source verification required
- Diverse search dimensions
- Cross-reference validation
- Bonus criteria for credibility
- Depth of analysis scoring
Our Process
How We Deliver
Expert Selection
Match world-class domain experts to your specific AI challenges
Task Design
Craft adversarial, high-quality data generation protocols
Execution
Run RLHF, RLVR, benchmarking and evaluation pipelines
Verification
Multi-layer human review and automated equivalence testing
Delivery
Certified, high-quality training data and evaluation reports
Why Us
Built for the Frontier
Global Scale
Enterprise-ready coverage across all time zones with expert-led communities spanning 30+ countries
Faster Delivery
Quick turnaround from pilot to production, with structured workflows that compress timelines
Higher Quality
Production-grade multi-layer QA, gold sets, and expert arbitration ensuring consistent accuracy
Flexible
Mission-critical orchestration matched to tasks by skills, expertise levels, and domain specialization
Global Reach
Worldwide Operations
Expert sourcing and data operations spanning 30+ countries, delivering around the clock across every major continent.
Get In Touch
Contact Us
Partner with us to unlock the full potential of your AI systems.