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V.01 · catalog/business-operations

Business Operations. Five business functions, one simulated company underneath.

Each environment runs on EnterpriseWorld, a simulated mid-market B2B company with its own employees, customers, suppliers, policies, approvals and audit trail. Agents work through complete business processes across connected systems, and are graded on the state they leave behind.

Because the world is shared, tasks can cross departments. A duplicate supplier payment found in procurement changes the ledger a later close depends on. Each training episode still starts from its own isolated snapshot.

Environments. Each runs on EnterpriseWorld, and each has its own datasheet.

EnterpriseWorld. One world spec, shared by every Business Operations environment.

spec · enterprise-world.yaml12 fields
type:
Executable RL training and evaluation environment.
world:
EnterpriseWorld: one synthetic mid-market B2B company with employees, customers, suppliers, policies, approvals and an audit trail, shared by every environment in this vertical.
modes:
RL training and evaluation, plus SFT trajectories on request.
interaction:
Stateful, multistep tool use, with a simulated customer, approver or colleague where the task needs one.
state:
Resettable, versioned transactional database and document store. Every episode starts from an isolated, seeded snapshot.
tools:
JSON-schema tools, with an optional MCP adapter.
access:
The agent sees only what its role, permissions and policies allow. The verifier works from privileged ground truth the agent can't reach.
verification:
Independent state assertions, action constraints, reference solutions and expert rubrics.
splits:
Separate training and held-out evaluation distributions.
deployment:
Containerized, isolated execution, with a private deployment option.
engagement:
Custom environment build and accepted task instances, with optional ongoing expansion.
licensing:
Commercial use rights. Exclusivity and ownership are agreed for each engagement.

Datasets. Business Operations data you can license without a full environment.

Each dataset is a separate deliverable. The matrix shows what each one contains, so you can tell a set of task descriptions from solved demonstrations, preference data, executable validators or complete environments. Every dataset is built to order.

catalog · business-operations/datasetsCustom build
  • DATA-OPS-001Expert operations task packExpert-written workflow tasks with source records, reference outcomes and rubrics.

    Primary use · SFT, Evaluation

    • IncludedTask descriptions
    • IncludedSolved demonstrations
    • Not includedPreference annotations
    • Not includedExecutable validators
    • Not includedComplete environments
  • DATA-OPS-002Business tool-use trajectoriesMulti-step expert and validated agent executions across ERP, CRM, ticketing and ITSM tools.from ENV-OPS-101…105 runs

    Primary use · SFT, Imitation learning

    • IncludedTask descriptions
    • IncludedSolved demonstrations
    • Not includedPreference annotations
    • Not includedExecutable validators
    • Not includedComplete environments
  • DATA-OPS-003Verifier-backed workflow tasksStandalone tasks with seeded state and executable state assertions.from ENV-OPS-101…105 runs

    Primary use · RLVR, Evaluation

    • IncludedTask descriptions
    • Not includedSolved demonstrations
    • Not includedPreference annotations
    • IncludedExecutable validators
    • Not includedComplete environments
  • DATA-OPS-004Operations failure and recovery tracesPolicy violations, wrong-record changes and bypassed approvals, each with a diagnosis and a corrected trajectory.from ENV-OPS-101…105 runs

    Primary use · Robustness training

    • IncludedTask descriptions
    • IncludedSolved demonstrations
    • IncludedPreference annotations
    • Not includedExecutable validators
    • Not includedComplete environments
  • DATA-OPS-005Policy and approval rubricsApproval matrices, policy rules and expert criteria for acceptable resolutions.

    Primary use · Reward modelling, Evaluation

    • IncludedTask descriptions
    • Not includedSolved demonstrations
    • IncludedPreference annotations
    • Not includedExecutable validators
    • Not includedComplete environments
  • DATA-OPS-006Adversarial operations tasksSocial-engineering requests, conflicting instructions, false reconciliations and reward exploits.

    Primary use · Robustness, Grader auditing

    • IncludedTask descriptions
    • Not includedSolved demonstrations
    • Not includedPreference annotations
    • IncludedExecutable validators
    • IncludedComplete environments

Every environment is built to order. Tell us which workflow you need to train or evaluate, and where you are in the process.

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