The workspace where domain experts answer real tasks, record how they got there, pass independent review, and get paid. Every approved record exports as JSONL with provenance you can verify.
Illustrative example from finance. Each record carries the task, the expert's reasoning, and a reviewer's decision.
A fictional distributor reports 20% revenue growth while gross margin falls from 30% to 23%.
Financial analysis Evidence required
"Gross profit fell from 30 to 27.6 on a revenue index of 100 → 120. Investigate pricing, product mix and input costs before attributing the change." Answer, supporting evidence, and a screen recording of the work.
A separate reviewer checks the answer against the rubric, watches the recording when present, and records a decision. Only approved records are exported.
Quality gate
From domain knowledge to dependable datasets. Start with a real task, keep the expertise, the evidence and the working session together.
Set the question, source material, language and region, reward, intended data use, and an explicit evaluation rubric.
Experts contribute an answer, supporting evidence, and, when the task calls for it, a screen recording of how they got there.
A separate reviewer checks quality against the rubric, watches the recording when present, and records a decision.
Export approved records as JSONL with provenance and review metadata, while approved work accrues to the contributor's payout ledger.
For knowledge that doesn't fit a checkbox. First workflows cover finance and business operations; use synthetic examples to explore before introducing authorized enterprise data.
Expert networks are global. Three things decide whether an expert outside your head office can actually work with you: language, payment, and trust without a meeting.
Six interface languages including full right-to-left layout for Arabic. Every task carries an ISO 639-1 language and ISO 3166-1 region, so a dataset's coverage is a fact you can query. English · Simplified Chinese · Japanese · Korean · Spanish · Arabic
USDT on TRON, Ethereum or BNB Smart Chain, USDC, BTC, IBAN and local bank transfer, PayPal, Wise, Alipay. Destinations are format-checked before they are stored, and every approved task accrues to a ledger with its own reconciliation export.
Experts can record their screen while they work, directly in the browser. The recording is stored with a SHA-256 digest, shown to the reviewer alongside the answer, and referenced by hash in the export. WebM · SHA-256 · Reviewer playback
A focused workspace. A complete data workflow.
| In scope | Task creation, expert contributions with optional screen recording, independent review, approved JSONL export, payout ledger |
|---|---|
| Isolation | Each workspace is separate: its tasks, recordings and ledger are visible only to the people invited into it |
| Ledger | Records what is owed and what an operator has settled; it does not move money, hold funds, or connect to an exchange |
| Not included | Automated model evaluation, fine-tuning, enterprise SSO |
| Access | Sign in with your operator-provided account, or ask us for a workspace |
| Built on | Label Studio Community Edition (Apache-2.0) for annotation storage |
Three questions. We reply within one business day with a sample set and a quote.