Ground truth, on demand.
Spin up a bounty in minutes. We route it to verified experts, measure agreement and hand back clean, provenance-tracked data.
Gate by license, jurisdiction, years of practice and Expert Score.
Per-task rewards, total caps and automatic pause at budget.
Invite private pools, block, or promote to adjudicator.
Approve, reject with feedback, or escalate to adjudication.
Live κ, per-expert agreement, gold-question accuracy.
JSONL, CSV, Parquet, or stream via API and webhooks.
Consensus you can audit.
Every label carries a provenance trail: who produced it, their credentials, agreement scores and adjudication history.
- Configurable 3–7× redundancy
- Gold questions and drift detection
- Expert adjudication on disagreement
Datasets, ready to train.
Export in the format your pipeline expects or stream submissions in real time through webhooks.
- JSONL, CSV and Parquet
- Per-item provenance metadata
- Versioned dataset snapshots
{"id":"t_8812","label":"non-compliant",
"consensus":0.94,"experts":3,
"credential":"attorney:DE","adjudicated":false}A pilot in one week.
Define the task, rubric and expertise.
Gold set and pilot batch with your team.
Route to hundreds of matched experts.
Certified datasets on a fixed cadence.
Questions, answered.
Most pilots launch within five business days of scoping.
Yes — private pools let you bring and manage your own vetted contributors.
Experts work under NDA in access-controlled environments; enterprise plans add residency controls.
Build the dataset your model deserves.
Talk to our team about a scoped pilot.