Ship your AI agents with confidence
Open source agent simulation framework. Point it at your policy, auto-generate adversarial scenarios,
and verify every response — no hand-written test cases required.
pip install synkro
TRUSTED BY APPLIED AI TEAMS AT
... and many othersWhy Simulate?
Catch policy violations before production.
Agent Simulation
Run auto-generated scenarios against your live agent with a simulated user. Multi-turn conversations, not just single prompts.
Policy Verification
Every conversation verified for rule compliance, contradictions, and hallucinations. Know exactly where your agent breaks.
Adversarial Testing
Simulated users push back, escalate, and try to break your agent's guardrails. Find failures before your users do.
Coverage Tracking
Track which policy rules are tested and identify gaps — like code coverage for agents.
Training Data
Generate Conversation, Instruction, Evaluation, and Tool Calling datasets from simulation results.
Any LLM
OpenAI, Anthropic, Google, Ollama, vLLM — use any model for simulation and verification.
How it works
Five steps. Policy in, verified agent out.
Extract Rules
Reads your policy, extracts structured rules into a Logic Map.
Generate Scenarios
Auto-generates diverse test cases: positive, negative, edge cases, adversarial.
Simulate Conversations
LLM-driven simulated user runs each scenario against your agent.
Verify Every Response
Separate verifier checks every response against extracted rules.
Get Results
Pass/fail per scenario, transcripts, rule violations, exportable datasets.
Extract Rules
Reads your policy, extracts structured rules into a Logic Map.
Generate Scenarios
Auto-generates diverse test cases: positive, negative, edge cases, adversarial.
Simulate Conversations
LLM-driven simulated user runs each scenario against your agent.
Verify Every Response
Separate verifier checks every response against extracted rules.
Get Results
Pass/fail per scenario, transcripts, rule violations, exportable datasets.
Blends Seamlessly Into Your Existing Stack
Works with any LLM provider or evaluation platform.
OpenAI 
Anthropic 
Gemini 
Ollama 
vLLM 
LangSmith 
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