Build Better AI
Human judgment, built into your model lifecycle.
A managed platform for engaging verified experts across data generation, evaluation, and testing — with the quality controls serious AI teams need.

What we deliver.
Training data
Expert-written demonstrations, preference data, and domain-specific datasets for fine-tuning and RLHF.
Model evaluation
Rubric-based grading, side-by-side comparisons, and custom benchmarks designed by subject-matter experts.
Agent testing
Structured scenario testing and adversarial red-teaming of multi-step agents and tool use.
Real-world validation
Domain experts verify outputs in context — clinical, legal, financial, and technical — before you ship.
Scope your first project.
Tell us about your model and what “good” looks like. We’ll design the workflow.