HOW THIS IS DIFFERENT

AI agent evaluation platform vs test environment

An AI agent evaluation platform grades what the agent said, from its traces. A test environment is the place the agent acts, and the record of what it did there. Worlds is the second thing: a stateful API twin of the systems an agent touches, on your machine, with a diff of every run. The two are complementary, and the table below says where each one stops.

How Worlds differs

Stateful copies of business systems are not unique to us; hosted platforms sell them, metered per run. What that category does not claim and Worlds does, with something published behind every line. Checked against their public sites on 2026-09-08. Tell us what changed and we will update it.

Capability Hosted, metered twin platforms Worlds
Checked against the real API Fidelity asserted, no record published A probe battery runs against real Stripe on a schedule, dated and published.
Deterministic, replayable Not claimed The same seed and script give byte identical worlds. Every failure replays.
Failure injection, time travel Not claimed Eight failure scenarios and a clock you can advance through renewals, prorations and period end cancellations.
Your own account as the world Not claimed Import your own account, pseudonymized, and commit it.
Where it runs Hosted; your own environment on an enterprise tier Your laptop or your CI.
Pricing Metered by the run, the minute or the CI check Flat price, unlimited runs.
What a verdict is Judging criteria over traces; forbidden effects Dollars wrong from the world diff, a verdict and a diagnosis per task, and a policy judge that only cites amounts it can see.

Eval platforms (Braintrust, Langfuse, Arize, Confident AI) grade what the agent said, from traces. The system it acts on is yours to supply. Keep your traces where they are and take the environment and the verdict from Worlds.

Conversation simulators (Coval, Hamming) simulate the customer talking to your agent. Worlds simulates the systems your agent acts on. The other half of the problem.

Environment vendors for labs (Fleet AI, Halluminate) sell environments in which computer use agents are trained. A different buyer and a different product.