Make sure your AI apps actually
work when customers use them.
Assuring AI is production-ready by simulating thousands of real user scenarios, so you can ship faster and with confidence.
Trusted by teams at
Three Products.
One Control Plane.
Simulate
Know how your agent behaves before you ship
Studio
Iterate without breaking production
Observe
Analyze your agent’s behavior in real-time
Simulate
Know how it behaves before you ship
Run thousands of realistic user scenarios against your AI – no integration required.
- Test across diverse personas
- Persona-driven scenario building (cooperative, adversarial, confused users)
- Produces a behavioral readiness analysis with multi-dimensional scoring
Studio
Iterate without breaking production
Compare prompts, test models, run experiments – in a notebook environment.
- A/B testing for prompts and models
- Built-in eval library & custom evals
- Experiment versioning and audit trails
Observe
Analyze agent behavior in real-time
Real-time visibility into agent behavior, topology, and business impact.
- Reproduce any conversation with session replay
- Visualize agent interactions with dynamic topology
- Map AI to outcomes with business process tracking
The Reality Check
Your AI passes unit tests. It works in the demo.
Then it ships – and breaks in ways you never tested.
Your AI passes unit tests.
Works in the demo. Then it ships – and breaks in ways you never tested. Non-deterministic behavior. Multi-step failures. Persona-specific bugs.
Traditional testing doesn’t catch them.
Your customers do.
Arato catches them first.
Non-deterministic behavior.
Multi-step failures. Persona-specific bugs.
Traditional testing doesn’t catch them.
Your customers do.
Arato catches them first.
Trusted by teams at
Arato Simulate
No integration.
No code changes.
Results in minutes.
Arato Simulate
What You Get:
The Behavioral Report
- Overall readiness score (0-100)
- Where failures cluster (risk density map)
- Which user types break your system (persona fragility)
- What to fix first (prioritized by business impact)
Multi-dimensional scoring:
Accuracy • Security • Compliance • UX • Latency • Cost
Built for Teams
Shipping AI
For AI-First Companies
Move fast without breaking things. Prove readiness to investors and customers.
For Regulated Industries
Meet compliance requirements. Generate audit-ready evidence for ISO 42001, EU AI Act, NAIC.
For System Integrators
Deliver with certainty. Turn delivery into recurring managed services.
Works with Your Tech Stack
Built to work with the tools you already use
Not sure where to begin?
We’ll run a free simulation against one of your critical workflows and show you exactly what Preview finds.
Enterprise-grade security,
independently verified.
Do AI Right.
All platforms. All Models.
Best of intergrations.
In one place and in a single click.