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Scale AI

Data major selling enterprise and computer-use RL environments (Enterprise Atlas)

Data majorComputer useApp replicasTool useCoding and SWE

Scale’s Enterprise Atlas offers tool-use environments built from an anonymized real company history, reconstructed enterprise systems for finance, accounting, loan operations, compliance and support, and computer-use tasks on Linux, Windows and macOS. It claims 2,000+ tasks and delivers MCP servers, CLIs and GUIs that behave like real systems. Its public benchmarks include SWE-Bench Pro and MCP Atlas.

Best for: Buyers who need FedRAMP-level security and broad enterprise coverage

Meta bought a ~49% stake (Jun 2025)

  • – Bespoke builds
  • – Platform or hub
  • ✓ Open source
  • – Publishes prices
Visit Scale AI

Facts checked November 9, 2026 against the sources listed below. Scale AI does not pay to appear here.

1 Legal nameScale AI, Inc.
2 HeadquartersSan Francisco, CA
3 Founded2016
4 Team1,000+ (company-stated)
5 DeliveryCatalog licensing, Open source
6 ExclusivityNot disclosed
7 Customers and partnersReuters reported that Google and OpenAI, former data customers, pulled back after the 2025 Meta deal; no RL-environment buyer is named.
8 Published pricesNot disclosed

Where we recommend them

Worth knowing before you sign

  • Meta holds about 49%; several labs reportedly pulled back after the deal
  • $12.5M contractor misclassification settlement (McKinney v. Scale AI), final approval pending; defendants deny wrongdoing
  • Reported gap between public and private SWE-Bench Pro scores suggests contamination of the public set
  • New CEO since August 2026

Go to Scale AI's site

Sources

  1. Scale RL environments page
  2. rl-list profile
  3. Scale: new CEO
  4. TechCrunch: Meta investment
  5. Reuters via The Star: Google split
  6. CNBC: 14% layoffs
  7. Settlement tracker: McKinney v. Scale AI
  8. The National: UAE office
  9. pavlovslist directory

Work at Scale AI? Send corrections with a source to editors@toprlenvironments.com. We fix verified errors within five business days.

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