Finance
Environments that replicate the workflows of analysts, accountants, and traders: building financial models, reconciling books, parsing filings, and executing research tasks against realistic market data. Verification often comes from expert-validated golden answers, making finance one of the highest-value expert-data domains.
6 startups
| Name | Domains | Location | Team | Funding | Raising |
|---|---|---|---|---|---|
| AfterQuery Expert human data and RL environments across code, finance, and computer use | Multi-Domain, Coding, Finance | San Francisco, New York, Seattle | 51-100 | $30.5M total (reported) | - |
| Dissei Finance-domain RL environments | Finance | London | 1-10 | - | - |
| General Reasoning Open reasoning data and reward models from the ex-Meta AI reasoning lead | Finance, Long Horizon, Machine Learning | London, San Francisco | 1-10 | ~$10.9M (reported) | - |
| Halluminate Sandboxed RL environments for finance and enterprise workflows | Finance, Enterprise, Browser | San Francisco | 26-50 | - | - |
| Rise Data Labs US-based expert human data and custom RL environments for enterprise AI | Computer Use, Coding, Finance, Cybersecurity, Legal, Data Labeling, Enterprise, Multi-Domain, RLHF, Custom Environments | United States | - | - | Yes |
| Vals AI Independent domain-specific benchmarks for legal, finance, and tax AI | Legal, Finance, Medical | San Francisco | 1-10 | - | - |