Dataset
Expert Professional Domains
Expert-authored data and judgment across professional, STEM, and humanities domains.
Surge · 100% completeCompany-reported
Environments built around real scientific work (literature synthesis, experiment design, data analysis, wet-lab protocol planning) usually authored and verified by PhD-level domain experts. As labs chase 'AI scientist' capabilities, expert-written science environments have become some of the most expensive data in the market.
4 companies · 3 cataloged artifacts · as of 2026-08-16
| Name | Domains | Type / catalog | Location | Team | Funding | Raising |
|---|---|---|---|---|---|---|
| Latch Biology data infrastructure turned life-science environments and benchmarks | Science | Pure-play commercial Catalog unknown | San Francisco | 11-25 | Series A, $15M (2022) | Unknown |
| ReasonCore Science and code reasoning environments and benchmarks | Science, Coding | Pure-play commercial Catalog unknown | San Francisco | 11-25 | - | Unknown |
| Sepal AI Science-domain environments; acquired by Mercor | Science | Acquired / inactive Catalog unknown | San Francisco | 1-10 | Acquired by Mercor (Feb 2026) | Unknown |
| Tacit Labs Life-science and long-horizon environments for AI models | Science, Long Horizon | Pure-play commercial Catalog unknown | San Francisco | 1-10 | - | Unknown |
Source-backed catalog records connected to science.
Expert-authored data and judgment across professional, STEM, and humanities domains.
Pre-built commercial datasets and RL environments spanning coding, enterprise agents, STEM, tool use, and reasoning.
Private commercial long-horizon tasks spanning multiple knowledge-work domains.