Real Companies
Records, messages, and software from operating work, scoped under agreement.
Crucible
Reinforcement learning environments built for real production work.
We turn real company data into training environments.
How it works
From company data to training environments
Digital Twin
State, permissions, dependencies, and failure modes reproduced in a workspace.
RL Environments
Tasks with tool actions, state changes, and reviewable outcomes.
Available upon request
Environments
Regime
A novel environment for adaptation after an unseen rule change.
Models
Claude Opus 5
GPT-5.6 SolClaude Fable 5- Rule Change
- Adaptation
- Novel Environment
Market Ecology
A novel environment for transfer across unseen populations.
Models
Claude Opus 5GPT-5.6 SolClaude Fable 5- Population Shift
- Transfer
- Novel Environment
Ledger Close
A digital twin of a finance close.
Access Upon RequestProcurement Review
A digital twin of enterprise purchasing.
Access Upon RequestCustomer Resolution
A digital twin of customer operations.
Access Upon RequestWork with us
What could your operating data be worth?
Estimate an indicative licensing range from company history, scale, status, and system coverage.
Preliminary quote
Company data estimator
Estimated licensing range
$0 to $0
A structured data audit will confirm coverage, quality, permissions, and the final commercial range.