For frontier labs & neolabs

The internet is dense. The lab isn't.

Models are strongest where text is abundant. We license the experimental data that never reached a paper or the open web, across deep tech, biotech and hard tech, with the rights and provenance to train on it.

Text & code

Abundant on the open web

Experimental science

Locked in private archives

What's in the catalogue.

Biotech

Assays and screens, protein and antibody engineering, cell and tissue imaging, bioprocess runs.

Deep tech

Materials discovery, synthesis and characterization, batteries and energy storage, photonics.

Hard tech

Hardware validation, failure analysis, sensor and instrument time series, manufacturing runs.

Agritech

Field trials, phenotyping, soil and crop genomics.

Spacetech

Thermal-vac and vibration testing, propulsion and flight telemetry. Licensed under export-control terms.

Biodefense

Detection, diagnostics and countermeasure development. Every dataset screened case by case.

Every dataset arrives ready to train on.

Raw files for fidelity, normalized tables for speed, and the protocols and rights record that make the numbers mean something.

Provenance record. Origin, chain of title and permitted uses, per dataset.

Quality report. Coverage, missingness, replicate agreement and known issues.

Negatives included. Failed runs stay in, labeled as such.

License it your way.

Non-exclusive

License catalogue datasets for training and evaluation, at the lowest cost per record.

Exclusive

Lock a dataset or a whole domain to your lab, for a fixed window or permanently.

Custom sourcing

Tell us where your evals fail. We find and acquire data against that capability gap.

Request access

Mutual NDA and a short call on what you're building.

Browse the catalogue

Schemas, record counts and quality reports for every dataset.

Evaluate samples

Test a representative slice against your own evals.

License & deliver

Escrowed transfer with access logs and agreed usage terms.

Safe to train on.

Clean chain of title, with liens released No identifiable patient data Biosecurity review on every bio dataset ITAR and EAR screening where relevant

Request catalogue access.

Shared under NDA with research and data teams at model labs.