Enterprise tasks requiring agents to reconcile information and produce business documents across office applications. Packages include source files, task instructions, and expected outcomes.
Custom Expansion Available · Sample Available
Enterprise RL Gyms
Enterprise workflows that test agents across office applications, business processes, and complex deliverables.
Volume
0
Volume
Scalable Volume
Coverage
Agentic Workflows
29.9%Trajectory rewardOpus 4.8
Targets
OSWorld-V2, SpreadsheetBench 2, BlueFin
Modality & Delivery
Text→Text
Formats
Task packages
What You Receive
Coverage
Expense reconciliation, reimbursement, and business-document production.
Package Structure
<gym_id>/One folder per environment
- env.pyThe gym environment: state, actions, transitions
scenarios/Scenario definitions (initial states, entities, events)
- scenario_*.jsonOne JSON per scenario
- rewards.pyReward functions and shaping terms
- policies/Reference/expert policies used for validation
- README.mdEnvironment contract: observation and action spaces
Differentiators
- Realistic office workflows include source files, expected answers, and automated checks.
Record Schema
Results
| Subject | Type | Metric | Result |
|---|---|---|---|
| Opus 4.8 | Trajectory reward | Score |
Methodology & Quality
Methodology
SME involvement
Stressors
Cross-application expense reconciliation and finished business-document production.
Design criteria
- Require completion of a business workflow across its supporting files and applications.
Build assumptions
Quality approach
- Task outputs and application state are checked against expected outcomes.
Known limitations
Customization & Scalability
Additional volume in production.
Get Started
Request a Sample
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