Your agent passed every test. Production is a different exam.
PlayGround is a living replica of your agent's world — the tools it uses, the data it acts on, the people it deals with, and time itself.
Your agent runs through months of real operations in hours. Customers reply late, payments fail, policies change — and every mistake is free. You learn exactly what it can be trusted with before production does.
How it works
Twins of your tools that remember.
Inbox, CRM, books — stateful, so every action your agent takes persists into the next day.
Customers and edge cases, on demand.
Simulated people who reply late, dispute, pay twice, and change their minds.
Time is a dial.
Pause, fast-forward, replay the same day a hundred times.
Built for agents that do real work.
Anywhere an agent acts on your systems and talks to your customers.
Why not staging, shadow mode, or a careful rollout?
Staging has no customers and no clock. Shadow mode is slow, and tells you nothing until something breaks. A careful rollout is still learning in production — just with a smaller blast radius.