AI simulation platform

Test AI agents before they touch real customers.

Astraform runs agents through replayable operating scenarios so teams can change prompts, policies, products, and domain logic with evidence instead of hope.

Replayable simulations Behavior and risk evidence Audit-ready decisions Self-hosted enterprise posture

See the Platform Explore Use Cases

Simulation overview

Across all environments

Live evidence

Simulations 128 +18%

High risk runs 7 +40%

Policy changes 12 +9%

Evidence items 2,341 +21%

Scenario Agent Risk

Premium onboarding OnboardingAgent High

Late payment handling CollectionsAgent Medium

Limit increase CreditAgent Low

Dispute resolution SupportAgent Medium

Audit timeline

Policy updated: Collections v4.2
Simulation run completed
Evidence package created

Trusted by teams in regulated and high-stakes industries Banking Insurance Fintech Telecom Healthcare Public sector

Who It Is For

Built for teams shaping AI outcomes.

Enterprise teams

Validate agents and policies across realistic scenarios before they go live. Meet risk, compliance, and audit requirements with evidence instead of screenshots.

Review enterprise proof

Startups and product teams

Ship faster with confidence. Test agent behavior, product changes, and operational flows against the scenarios that matter before customers discover the edge cases.

See the operating model

Domain engineers

Extend the platform with your own domain logic through clean boundaries and published SDKs. Your services own semantics; the host owns guardrails.

Open developer docs

Platform Model

Evidence first, architecture second.

The product promise is not an SDK. It is a repeatable way to test agents, capture outcomes, and decide what is safe to ship.

Replay realistic scenarios

Run agents through controlled timelines, domain events, and repeatable operating conditions.

Measure behavioral risk

Surface failures, policy drift, unexpected decisions, and weak spots before production exposure.

Preserve decision evidence

Package simulation runs, audit timelines, and conformance results for review and governance.

Extend by domain

Use public Python and Java SDKs to bring custom domain semantics without exposing platform internals.

Proof Point

The platform boundary is real now.

Astraform now has public Python and Java SDK artifacts, registry backed consumer smoke tests, and a banking domain proven through the remote-domain path and dashboard flow.

The remaining work is explicit cleanup: legacy banking runtime residue, Scenario Lab ownership, and compatibility route retirement.

Python SDKPyPI 0.1.0

Java SDKMaven Central 0.1.0

Release triggerManual-only

Remote proofDashboard path

For Builders

Need the protocol and SDK details?

The developer page covers remote-domain.v1, published package coordinates, conformance, and the Python quickstart.

Open Developer Page