Dataset
Supervised Fine-Tuning Data
Expert demonstrations for bootstrapping model capabilities, including computer and browser use.
Surge · 100% completeCompany-reported
Computer Use
Full operating-system environments (virtual desktops, native applications, file systems) where agents learn to control a computer the way a person does: clicking, typing, and orchestrating real software. These environments power the computer-use capabilities of frontier models and demand heavy infrastructure for snapshotting, determinism, and reward verification.
7 companies · 1 cataloged artifact · as of 2026-08-16
| Name | Domains | Type / catalog | Location | Team | Funding | Raising |
|---|---|---|---|---|---|---|
| Chakra Labs Dojo: a hub of computer-use and tool-use environments | Computer Use, Tool Use | Pure-play commercial Catalog unknown | Brooklyn | 11-25 | ~$10.1M (reported) | Unknown |
| Deeptune Code and computer-use environments; acquired by Mercor | Coding, Computer Use | Acquired / inactive Catalog unknown | New York | 26-50 | Series A, $43M; acquired by Mercor (2026) | Unknown |
| HUD Evals and RL environments platform for computer-use agents | Computer Use, Coding, Long Horizon, Environment Platforms, Custom Environments | Environment platform Catalog unknown | San Francisco, Singapore | 11-25 | $15M raised (YC W25, Exceptional Capital) | Unknown |
| Matrices Browser-native training environments for web agents | Browser, Computer Use | Pure-play commercial Catalog unknown | San Francisco | 1-10 | ~$5M (reported) | Unknown |
| Refresh Simulation engines with verifiable rewards for coding and computer use | Coding, Computer Use, Simulation | Pure-play commercial Catalog unknown | San Francisco | 1-10 | - | Unknown |
| 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 |
| Vetto AI Code and computer-use environments from ex-DeepMind/Instagram founders | Coding, Computer Use | Pure-play commercial Catalog unknown | San Francisco, São Paulo, London | 1-10 | - | Unknown |
Available environments, datasets & benchmarks
Source-backed catalog records connected to computer use.
Custom capability