Credential-verified nurses, engineers, clinicians, and patient cohorts. Matched to your request in days, every contribution consented per-use and cryptographically traceable.
A matching engine routes your request to verified, consenting contributors. Every hop is signed, so what reaches your model is traceable end to end.
Quality is collapsing and provenance is a black box. Both are now legal exposure, not just a quality issue.
Start where demand is proven, expand into the regulated, higher-value supply as you go.
Preference labels, evaluations, and "what would a senior X say", from credential-verified professionals: nurses, MDs, staff engineers, attorneys, native-language experts.
Annotated decision and debugging traces from senior practitioners. The highest-demand training signal for reasoning and coding models.
Scoped, time-boxed, revocable access to real longitudinal data: sleep and HRV, glucose, code repos, clinical outcomes. Anonymized to your spec.
Patient-data-union licenses (T1D, oncology, and more) with consent, de-identification, and ethics framing handled. Real-world evidence without the sourcing liability.
The instinct is "revocable means I lose the data after I trained on it." It does not work that way, and it protects you.
A verified expert consents to this exact request. The grant is recorded and signed.
You receive the supply and a per-example consent receipt. Your trained-model use is permanent and safe.
If a contributor revokes, it ends future access. It never claws back a license you already paid for and used within scope.
When a regulator, a journalist, or opposing counsel asks "where did this come from and did the person agree", you have a cryptographic answer. Cheaper than an indemnity.
A clean chain of consent and provenance is exactly what high-risk training and real-world-evidence submissions now require. Scraped or pooled-token data cannot produce it.
You give up a little perpetual-ownership theater for real legal defensibility. For anyone training on health, code, or person-level data, that is the better trade.
One batch against a real request of yours. Built to prove quality and provenance, not to lock you in.
Your request, your acceptance bar, the exact expertise and data scope you need.
Verified supply matched and returned in days, each contribution traceable with a signed consent receipt.
Pay for what meets your bar. Small fixed batch, no long-term commitment.
No open panel, no bots, no unverified credentials. Most applicants never reach your batch. The badge a contributor carries is the credential you are paying for.
License, employer, and tenure checked before a contributor can supply.
Verified-human supply only. No survey farms, no synthetic padding.
Each grant is specific to your batch. Nothing is reused or resold.
22% of applicants reach live supply
One spec, one consented + traceable batch, pay on delivery. We respond within two business days.
We will be in touch within two business days to scope your pilot.
This is a demo. No data is sent or stored.