Expert data and RL environments for AI labs.

Expert judgment, turned into training data.

tasksrLdataAI LabsEXPERTSTASKSRL ENVIRONMENTSTRAINING DATAAI LABSEXPERTStasksrLRL ENVIRONMENTSdataAI LabsAI LABS
Human judgment,
at lab quality
18,600+experts in our network
660+PhDs and MDs across six domains
6core domains

Off The Shelf

Data you can evaluate this week.

Tell us the department and the format you run. We send a sample within a week, under a private evaluation licence, with the provenance file and the checks each item passed.

Request a sample →

Inside A Pack

Every item arrives with its evidence.

A task is a repository at a pinned commit, an instruction, hidden tests and a reference solution, with the upstream licence, the author’s consent and the calibration record attached. You can run the whole pack before anyone talks about price.

The six checks every task passes →
task-0142/├─instruction.mdwhat the model must do├─environment/Dockerfile, pinned commit├─tests/hidden · pass or fail├─solution/reference, by the author├─provenance.jsonupstream, licence, consent└─manifest.sha256every file, hashedCALIBRATIONreference solutionmodel attemptsmost fail

Our Domains

Six domains. Deep, not wide.

Software engineering2,900+ computer science degrees
9,200+ experts
Machine learning & AI2,000+ with ML, AI or data science titles or degrees
5,700+ experts
Science & STEM830+ engineering, 470+ mathematics & statistics
4,200+ experts
Finance & accounting420+ finance or accounting degrees, 220+ economics
1,900+ experts
Medical & health110+ physicians (MD, MBBS or DO)
1,100+ experts
Legal130+ law degrees (JD, LLM or LLB)
540+ experts
Degree coverage and the work we staff →

How We Work

From first call to production, one team.

The people who scope your project write the tasks, review them and answer your questions. You grade a small paid batch before anything scales.

How buying works: sample, pilot, scale →

Trust

Your data stays yours.

Everyone signs before seeing project material, identity is verified when the work needs it, and what we host for a project is visible only to the people on it.

The full picture, with subprocessors →

Get Started

Tell us what you’re building.

For Labs

Work with us

Scope a pilot with the people who will build it.

Start a conversation ↗
For Experts

Join the network

Paid, remote work in your field.

Go to rustLabs Experts ↗