04 - ABOUT

We license data that has never been sold before

Institutions hold the code, records and recordings that models need next. We do the legal and technical work to get it out, and we build the expert network that turns it into training data.

High-quality public text vs. frontier training demandILLUSTRATIVE PROJECTION
tokens 2020 2026 2030 the wall demand crosses supply usable public data (flattening) training demand past this line: private
Our thesis

Three things we believe

I
Belief 01 · Scarcity

The data is already private

Clinical archives, enterprise repos and operational records were built inside institutions that never put them online, so no crawler has touched them. Reaching that data means finding the owner, negotiating rights and signing a contract, one institution at a time.

II
Belief 02 · Expertise

Reasoning has to be written down

Scraped text carries the conclusion without the working. A radiologist reaches a differential in her head, then writes down the diagnosis alone, so the reasoning behind it never reaches the record. Our network pays experts to sit down and write out the reasoning itself.

III
Belief 03 · Trust

Compliance is what opens the door

The data worth training on carries the strictest obligations, which narrows the field of who can license it. A hospital or a bank signs with the counterparty that strips identifiers at source, attaches provenance to every record and accepts audit rights in the contract.

How we operate

Provenance

Every record traces back to an owner who signed for it. If there is a single gap in the chain of custody, the data does not ship. No exceptions.

Terms

Nothing ships until we and the owner agree on scope, exclusivity, and permitted model classes, and we enforce it downstream long after delivery.

Expert-first pipeline

We focus entirely on the quality of our people before a single line is written. While standard reviews ensure clean formatting, real data excellence comes from the depth of the specialist behind it. We guarantee top-tier expertise at the very start of the pipeline.

Build the data layer with us

Frontier lab, data-rich institution, or expert at the top of your field.

Get in touch
Top 1% of your field? Get paid to write the data, models train on
Global operations

One network, every timezone.