Dataset
Expert Professional Domains
Expert-authored data and judgment across professional, STEM, and humanities domains.
Surge · 100% completeCompany-reported
Legal
Contract review, legal research, drafting, and compliance environments verified by attorneys. Legal work is text-native, high-value, and precedent-driven, well suited to rubric-based rewards written by domain experts.
2 companies · 4 cataloged artifacts · as of 2026-08-16
| Name | Domains | Type / catalog | Location | Team | Funding | Raising |
|---|---|---|---|---|---|---|
| Rise Data Labs RL environments and tasks across multiple domains, supported by a large expert network | Computer Use, Coding, Finance, Cybersecurity, Legal, Data Labeling, Enterprise, Multi-Domain, RLHF, Custom Environments | Data + environments 3 artifacts | New York, United States | 11-25 | - | Unknown |
| Vals AI Independent domain-specific benchmarks for legal, finance, and tax AI | Legal, Finance, Medical | Pure-play commercial Catalog unknown | San Francisco | 1-10 | - | Unknown |
Available environments, datasets & benchmarks
Source-backed catalog records connected to legal.
Custom capability
Environment Bundle
Long-Horizon Knowledge-Work Tasks
Private commercial long-horizon tasks spanning multiple knowledge-work domains.
Rise Data Labs · 100% completeVendor submitted
RL Environment
Custom Enterprise Environments
A custom environment-development capability based on a buyer’s workflows, tools, data, and success criteria.
Rise Data Labs · 100% completeCompany-reported
Benchmark
APEX
An expert-authored benchmark of economically valuable tasks in finance, consulting, law, and medicine.
Mercor · 100% completeConfirmed