Products / Business environments

Real Business Environments

Real, de-identified company systems and records, converted into runnable agent environments with expert-defined tasks and private graders.

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A service-to-billing workflowEnvironment anatomy

One workflow, connected across systems.

The case, authorization, service record and accounting entry share a history. Preserve the links that explain the handoff.

Case record
Request, status and prior history
Authorization
Coverage, approval and constraints
Service record
What was delivered and when
Claim & ledger
Billing, posting and reconciliation

Source context stays connected across records and time.

Illustrative workflow anatomy. No customer records or private task answers are shown.

The delivered unit

The context. The work. The check.

The task carries the history and relationships that make the answer meaningful.

  1. 01

    Connected starting state

    Company records, communication, actors, policies and business-system state, linked across the workflow.

  2. 02

    A task and its tools

    An expert-defined objective with the tools, constraints and environment state the agent needs to act.

  3. 03

    Ground truth and a private grader

    Expected outcomes and deterministic checks kept separate from the agent-visible task.

  4. 04

    Measured baseline runs

    Captured rollouts, failure cases and pass-rate-versus-compute curves for the scoped task family.

Built around the task

Business work has a history.

A billing exception can depend on an earlier authorization, a completed service, a message from a counterparty and the ledger. An agent needs those connections to resolve the work correctly.

Choose a workflow and the systems it spans. We configure the task, tool interface, difficulty and evaluation to the capability your lab is training.

What should your agent run?

Share the task, tool surface and scale. We’ll help you select and evaluate the material.

Talk to the data team