Human intelligence, at frontier scale.
We connect skilled domain experts with the teams building tomorrow's AI. Our goal is simple: give frontier models the kind of human judgment they actually deserve.
What we stand for
A small set of principles that shape every project we take on.
Hand-picked experts
Every contributor is verified for real domain knowledge. Think PhDs, engineers, doctors, lawyers, and writers, not random crowdworkers.
Quality over quantity
We'd rather ship a hundred carefully reviewed examples than ten thousand noisy ones. Every task goes through multi-stage review.
Built around the work
Tasks are designed with the research in mind, not the other way around. We adapt to what the model actually needs to learn.
How it works
A simple, transparent pipeline from rubric to delivered dataset.
Scope the work
We start with a clear rubric. What is the model supposed to do better, and how will we know if it does?
Match the right experts
We find specialists whose background fits the task and calibrate them with example sets before any production data is collected.
Produce and review
Every example goes through layered review so what we hand off is genuinely usable for training and evaluation.
Ready to put your expertise to work?
Join a small network of vetted experts helping shape the next generation of frontier AI.