Built by the team that ran Applied AI at a ~$100B Fortune 500 enterprise.
We build simulated worlds for mission-critical production agents.
We rebuild your systems as a world an agent runs ten thousand times before a customer sees it once. Built with your team, and it stays yours.
The world
A world is your stack, mirrored and sealed.
Your ledger, your service desk, your identity provider, rebuilt as services an agent can call as often as it likes. Same shapes, same failure modes.
Pressure test agent changes without touching customers, transactions, or live workflows.
The platform
From production trace to scored release, continuously.
Real sessions seed sealed environments, which ship as version-pinned containers. Every candidate replays against them and comes back scored. Nothing touches a live system.
Compare
Every model, on your benchmark.
A frontier model ships every few months, and each one is a re-decision. Replay them all against the same pinned cases: scores, regressions and failures, side by side.
Results, traces and failed cases land in the stack you already run.
Eval platforms
- Braintrust
- Arize
- LangSmith
Observability
- Datadog
- W&B Weave
- Grafana
Model gateways
- OpenRouter
- LiteLLM
- Bedrock
Export
- OTLP
- REST API
- Parquet
How engagements work
Start with one workflow.
From first call to production in 30 days. Tell us what you are trying to build, improve, evaluate, publish, or commercialize.