Simulate
Available through ESL, an official Arato partner
Audit Your AI’s Behavior in Minutes, Not Weeks
Arato Simulate is a black box simulation platform that runs realistic user traffic against your AI systems and scores every interaction for accuracy, security, compliance, cost, and user experience, ranked by business impact. ESL brings Arato Simulate to your team as an official integration and onboarding partner.
Test Any AI System, Through Any Endpoint
Arato Simulate treats your AI as a black box. Point it at any endpoint in production, staging, or development and it works with the systems your team already ships, with no SDK and no code changes.
A Complete Behavioral Audit, in One Platform
Traditional testing checks code. Arato Simulate checks behavior, by acting like thousands of real users and catching the failures that only appear in live conversation.
No Integration Required
Connect any endpoint and start testing in minutes. Arato Simulate works as a true black box, so there is no SDK to install and no changes to your code.
- Production, staging, or development
- No code changes, no SDK
- Works with any AI stack
Persona Driven Testing
Simulate realistic users across roles, regions, and intents, from expected and edge users to biased, adversarial, and outright malicious actors.
- Diverse roles and geographies
- Expected, edge, and adversarial intents
- Persona specific failure detection
Massive Scenario Coverage
Run thousands of multi turn conversations that probe edge cases, adversarial prompts, and jailbreak attempts that single shot tests always miss.
- Multi turn conversations
- Adversarial and jailbreak scenarios
- Edge cases at scale
Multi Dimensional Scoring
Every interaction is scored across accuracy, security, compliance, cost, and user experience, then ranked by real business impact instead of raw counts.
- Five risk dimensions
- Scored by business impact
- Benchmark versus current
Deep Conversation Analysis
Each flagged conversation comes with intent classification, a risk assessment, the root cause of the failure, and concrete suggested evals and action items.
- User intent classification
- Root cause of every failure
- Suggested evals and action items
Prioritized, Shareable Reports
A clear report tells you what to fix first, what is holding you back, and what you passed, so the whole team can act on the same prioritized view.
- What to fix first
- Eval score per business flow
- Shareable across the team
How Arato Simulate Works
A single, repeatable flow turns a live endpoint into a prioritized behavioral audit, with no integration and no waiting weeks for results.
Connect
Enter your AI endpoint. No integration or code changes.
Populate
Generate realistic personas and scenarios.
Simulate
Run thousands of multi turn conversations.
Score
Rate every interaction across five risk dimensions.
Report
Get a prioritized audit with what to fix first.
Inside Arato Simulate
See how realistic personas and deep conversation analysis surface the safety and quality failures that traditional testing leaves hidden.
See the Results
Arato Simulate turns thousands of simulated conversations into one clear, prioritized report that your product, engineering, and risk teams can all act on.
A Behavioral Audit, Scored by Business Impact
The report combines an overall behavioral score with a clear verdict, a radar across security, compliance, performance, user experience, and stability, and a ranked list of exactly what to fix first.
Learn more about scoring on the Arato Simulate product page.
- Overall score with a strong or weak verdict
- Radar across five risk dimensions
- What to fix first, ranked by sessions affected
- Eval score per business flow
Click the report to open the full size image.
Why Teams Choose Arato Simulate
Built for teams shipping GenAI who need to know how their AI behaves under real, messy, adversarial usage, before it reaches customers.
Catch Failures First
Find multi turn, edge case, and persona specific failures in simulation, before your users ever run into them
No Code, No Integration
Point Simulate at any endpoint and get results in minutes, with no SDK, no instrumentation, and no engineering lift
Security and Compliance Built In
Probe for jailbreaks, data leakage, social engineering, and policy violations as a core part of every run
Business Impact Prioritization
Issues are ranked by business impact, so your team fixes what actually matters instead of chasing raw issue counts
Cost and Experience Visibility
Score cost and user experience alongside accuracy, so quality gains never come at the price of a worse experience
Confidence to Ship
Move from guesswork to evidence with a repeatable audit you can run before every release and share across teams
Built for Teams Shipping GenAI
From customer facing assistants to autonomous agents in regulated industries, Arato Simulate gives teams the behavioral evidence they need to ship with confidence.
Customer Facing Assistants
Stress test chatbots and support assistants against realistic users before launch, so brand damaging answers are caught in simulation rather than in production.
- Multi turn conversation coverage
- Tone and accuracy scoring
- Persona specific failure detection
Autonomous and Multi Agent Systems
Validate how agents behave across long, branching interactions and tool use, and surface unsafe actions and reasoning failures that single prompt tests cannot reach.
- Long horizon behavior testing
- Adversarial and jailbreak probing
- Root cause analysis per failure
Regulated Industries
For finance, healthcare, and insurance, test for compliance, data protection, and policy adherence, and keep a clear, auditable record of how your AI behaves.
- Compliance and policy scoring
- Data leakage detection
- Audit ready reporting
Enterprises Scaling GenAI
Give product, engineering, and risk teams a shared, repeatable audit so every new AI feature meets the same quality and safety bar before it ships.
- Repeatable pre release audits
- Benchmark versus current scoring
- One shared view for every team
Part of the Arato Platform
Simulate is one part of Arato’s GenAI lifecycle platform. ESL can help you adopt the full suite, from experimentation to production observability.
Arato Studio
Iterate without breaking production. A notebook style environment to compare prompts, models, and context strategies, run A B and multivariate tests, and keep a compliance ready experiment history.
Explore StudioArato Observe
Go beyond tracing with real time visibility into agent interactions, tool calls, and model usage. Visualize dynamic topology and act on what is happening in production.
Explore ObserveDo you wish to know more ?