Companies holding real operating data are being hunted by the largest environment vendors, and the deal terms are not yet set
Scale is hiring a Data Acquisition Lead for Frontier Environments to find the companies that hold the operating data behind real knowledge work, close deals with them from cold outreach to signature and, with its legal team, define the first version of how these transactions get priced. Mercor is hiring a Research Engineer, Real Environments to capture large enterprises' data and turn it into RL environments and training datasets for frontier labs. Both vendors say the environment is built from the holder's own data, not from a replica.
Dated 19 Oct 2026Source checked 19 Oct 2026Page out of reach at the last check, 8 Nov 2026Basis: indicative
Selling a company's data? The guide beside the button shows what this record means for a sale.
- No data upload
- About two minutes
- No email needed
“Scale builds RL environments: sandboxed replicas of the digital spheres where real knowledge work occurs and built from the operating data of the companies that actually hold it. ... Invent the deal structures. You'll work with Scale’s legal team to define the first version of how these transactions get priced.”
- Scale AI and organisations holding the operating data of companies (data for reinforcement-learning environments): buyer program, operating data of companies, for reinforcement-learning environments
- Scale AI: Other
- Research Engineer, Real Environments (Mercor), capturing large enterprises' data and turning it into RL environments and training datasets for frontier labs
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