Enterprise
Replicas of the software that runs companies (CRMs, ERPs, ticketing systems, spreadsheets, email) wired into environments where agents complete real business workflows. The bet: the biggest economic value of agents is in enterprise back-office work, so labs need training grounds that look exactly like it.
14 startups
| Name | Domains | Location | Team | Funding | Raising |
|---|---|---|---|---|---|
| AIChamp Custom enterprise-workflow RL environments with expert grading | Enterprise, Long Horizon, Custom Environments | San Francisco | 1-10 | - | - |
| Akhara Enterprise and code RL environments | Enterprise, Coding | San Francisco | 1-10 | - | - |
| Applied Compute Ex-OpenAI trio applying RL to build specialist enterprise models | Enterprise, Machine Learning, Custom Environments | San Francisco | 11-25 | $80M total at $700M valuation (Oct 2025) | Yes |
| BenchFlow Open-source benchmark hub and eval infrastructure for agents | Enterprise, Browser, Coding | San Francisco | 1-10 | ~$1M (reported) | - |
| Collinear Enterprise simulation, judges, and long-horizon trajectory generation | Enterprise, Long Horizon, Machine Learning, Simulation | Mountain View, Sunnyvale | 11-25 | - | - |
| Fleet RL gyms replicating real enterprise software like Salesforce and Excel | Multi-Domain, Enterprise, Computer Use, Simulation | San Francisco, New York | 26-50 | Seed, $15M (Sequoia, Menlo Ventures, SV Angel) | Yes |
| Halluminate Sandboxed RL environments for finance and enterprise workflows | Finance, Enterprise, Browser | San Francisco | 26-50 | - | - |
| Huzzle Labs Long-horizon code, tool-use, and enterprise workflow environments | Long Horizon, Coding, Enterprise | London, Berlin, San Francisco | 26-50 | ~$6M (reported) | - |
| Kaizen Browser agents that simulate and automate legacy web portal work | Browser, Enterprise | San Francisco | 1-10 | Seed, $500K (Y Combinator, Pioneer Fund) | - |
| Metaphi Code and enterprise RL environments | Coding, Enterprise | San Francisco, New York | 1-10 | - | - |
| Plato High-fidelity replicas of websites and software for agent training | Browser, Enterprise, Simulation | San Francisco | 1-10 | - | - |
| 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 |
| Theta Enterprise RL environments | Enterprise | San Francisco | 1-10 | - | - |
| Veris AI High-fidelity simulated environments to train enterprise AI agents | Enterprise, Custom Environments, Simulation | New York | 1-10 | Seed, $8.5M (Decibel and Acrew, June 2025) | - |