Delegus Research / EnterpriseWorld
Training environments for agents that operate businesses.
Realistic, stateful enterprise environments for training and evaluating AI agents. Static benchmarks don't ask an agent to run real business systems under real constraints. These do.
For frontier AI labs, post-training teams, research engineers and enterprise agent builders.
Explore ProcurementWorld hello@delegus.ai
EnterpriseWorld by Delegus.
What's inside every environment
Stateful systems
Suppliers, stock, orders and approvals remember every step.
Reproducible episodes
Seeded starts. The same actions give the same run.
Independent grading
Graded from the company's records, never the agent's account.
Full trajectories
Every observation, action and result, ready to learn from.
ProcurementWorld comes first
A purchasing department with suppliers, quotations, inventory, purchase orders, approvals and a spending mandate. The agent gets an objective, works the systems with tools, and is graded on the state it leaves behind.
- 1AgentGets an objective and a set of tools
- 2Enterprise environmentOne company, reset to a known starting point
- 3Business systemsSuppliers, inventory, orders, approvals, finance
- 4Independent graderReads the records the agent left behind
- 5ResultsTask outcome and rule compliance, kept apart
One task, five ways to go wrong
Simulated company
Get 40 hinges and 60 latches within seven days, with $4,000 of purchasing authority, without breaking a purchasing rule.
Finishing the task and following the rules are graded separately.
- The cheapest supplier isn't approved.
- A quotation carries instructions aimed at the agent.
- The deadline moves.
- A second order would break the budget.
- The mandate is revoked mid-task.
Questions
- What is EnterpriseWorld?
- EnterpriseWorld by Delegus is a set of realistic, stateful enterprise environments for training and evaluating AI agents on business workflows such as procurement.
- Who is it for?
- Frontier AI labs, post-training teams, research engineers and enterprise agent builders.
- What is ProcurementWorld?
- ProcurementWorld is the first EnterpriseWorld environment: a simulated purchasing department with suppliers, quotations, inventory, purchase orders, approvals and a spending mandate.
- How are agents graded?
- Against the business state the agent leaves behind in the company's records, never the agent's own account. Task completion and rule compliance are graded separately, with no single score.
- Is it available?
- Not yet. ProcurementWorld is built and in development, and not yet released.
- How do I partner?
- Email hello@delegus.ai with your organization, your role and what you are interested in.
- How does Delegus relate to it?
- Delegus is the company building EnterpriseWorld, and its authority checks run inside the environments: every action that changes a company system is checked against the agent's mandate.
Build the next generation of enterprise agents with us.
We're looking for technical design partners, and we want to learn which environments, tasks and reward signals would help you most.
- Post-training
- RL environments
- Long-horizon evaluation
- Tool-use reliability
- Adversarial robustness
- Policy compliance
- Unseen workflows