EXPERT DATA · VERIFIABLE

Expert judgment,
and the proof it was earned.

For AI labs and teams building models and agents, robotics and embodied AI included.

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ONE RECORD, IN FULLunifydata.sft.v2
THE TASK

Revenue grew 20%. Did performance improve?

WHAT THE EXPERT SAW

Screen recording
14:22
SHA-256
e3e86ac3cac5c609…8876bac5ab448db
Independent review
5 / 5
WHAT WE DELIVER

Four kinds of data, in the forms that ship today.

Expert demonstrations and reasoning

Available now
  • Expert answers with the evidence they relied on
  • An optional screen recording of the working session
  • Agent traces
  • Embodied and egocentric video

Reviewed judgments

Available now
  • Approve, send back for revision, or reject
  • A score from 1 to 5; approval needs at least 4
  • Only approved records export

Rubrics and graded tasks

Available now
  • A rubric on the project or the task, read by the expert and the reviewer
  • Task packages with an automatic grader
  • The measured pass rate of a reference agent run, with the model and agent that produced it

Runnable tasks

Available now
  • Each task’s files and its grader, in one archive
  • Delivered by version, with a SHA-256 digest
HOW QUALITY IS BUILT

Five steps, in the order the work passes through them.

  1. 01

    Specification

  2. 02

    Expert authoring, with evidence

  3. 03

    Independent review

  4. 04

    Automatic grading

  5. 05

    Privacy and provenance

HOW SOMEONE GETS ON THE BENCH

Nobody is here by default.

  1. 01

    They apply, and a person reads it

  2. 02

    The degree is checked, then counted

  3. 03

    The domain is earned, not granted

  4. 04

    It can be taken away

TWO WAYS TO GET IT DONE

Bring your own experts, or buy the work.

YOUR TEAM

You already have the experts

  • Your operator writes the task and the rubric
  • Your experts answer it; your reviewers decide
  • Approved records export as JSONL with their provenance
Create a workspace
THE MARKET

You don’t, or not in that language

  • You write the same specification, and buy instead
  • Market experts do it; we check it before you see it
  • It lands in the same workspace and exports the same way
See what it would cost
WHY THIS IS WORTH PAYING FOR

You don’t have to take our word for any of it.

⏺

The work was watched

#

The evidence is sealed

✓

Somebody else decided

FOR EXPERTS

Get paid for what you already know.

Work in the market
Languages
English · 简体中文 · 日本語 · 한국어 · Español · العربية
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You keep
Your qualifications and your ledger, across every buyer