The human curriculum, licensed so machines can actually reason.
Frontier models have saturated web text. The highest-density reasoning data on Earth still lives inside universities. We help bring it to light the right way: rights-cleared and auditable.
Université Paris-Saclay
14.2M tokens · 47 profs
Today, academic pedagogy reaches AI models through the back door, with students pasting it in and no one keeping track.
Every day, students paste proprietary courses, structured exams, and grading rubrics into chat models. It quietly bootstrapped today's models, but no one chose it, no one cleared it, and no one was paid for it. That can't carry the next step, and the lawsuits will only pile up.
Reasoning data with no clear provenance, and real legal exposure.
Their homework done. Millions of uploads a day.
Nothing. No consent, no credit, no compensation.
The compliant bridge between European academia and frontier AI.
Clear the rights
We navigate educators’ inalienable moral rights and the patrimonial rights held by professors or institutions, and we manage opt-in and opt-out at the source.
Clean & structure
Lectures, exercises, exams, and graded feedback become high-density, structured corpora, and the seed data labs need to generate synthetic reasoning.
Deliver, auditable
EU AI Act-compliant provenance, traceable from lecture to token, ready for advanced SFT and RL pipelines.
A market shaped by compliance, and the data only universities hold.
AI training-data market by 2034
active copyright lawsuits over AI training
higher-education institutions across the EU
High-density corpora
Progressive curricula, multi-step proofs, structured exams and expert feedback. The reasoning signal web text simply doesn’t have.
EU AI Act provenance
Every token traces to a licensed source. Export an audit trail for any package.
Annual refresh
Licenses renew as courses update, so the signal keeps coming. The year-over-year delta is rare on its own.
Moral rights, preserved
Inalienable and untouched. You stay the author; we only license patrimonial use.
Opt-in, opt-out, anytime
You give consent course by course, and we honor it at the source. Change your mind and the change propagates.
Compensation that recurs
When your pedagogy helps train a model, you get paid. Every refresh, transparently.
The next paradigm of reasoning runs on rights-cleared data.
Let's build the auditable bridge between European academia and your training pipeline. We'd love to talk.