Exhaustive testing of different scenarios and personas to validate behavior throughout every harness, prompt, or model update.
Thousands of scenarios and personas per run, not a handful of prompts.
Multi-turn conversations graded per turn against your policy.
Re-run automatically on every harness, prompt, or model change.
Simulation coverage
Passed Borderline Critical
02 · Replicate
Environments
High-fidelity replicas of production systems, tools, and APIs so agents can be evaluated end-to-end without touching live infrastructure or customer data.
Faithful sandboxes of your tools, APIs, and data stores.
Full end-to-end agent runs, no production side effects.
No live infrastructure touched, no customer data at risk.
Sandboxed replica
Sandbox
Agent under test multi-turn
Tools mocked
APIs replicated
Data & records synthetic
03 · Ground
Data
Expert-verified evaluation and training datasets grounded in real domain complexity, ensuring measured performance reflects actual production conditions rather than benchmark artifacts.
Authored and verified by domain experts.
Grounded in real domain complexity, not benchmark artifacts.
Measured performance reflects production conditions.
Every record, verified
Domain-expert authoredverified
Single-answer verifiableverified
Benchmarked vs. frontier modelsverified
License-clean provenanceverified
04 · Guard
Guardrails
Continuous policy enforcement and adversarial probing to catch unsafe outputs, off-policy behavior, and regressions before they reach users.
Continuous policy enforcement in production.
Adversarial probing for unsafe and off-policy behavior.
Catch regressions before they reach users.
Live enforcement
✓ On-policy response — allowed
× Jailbreak attempt — blocked
× PII exfiltration — blocked
Use cases
Proof, on the hardest problems.
Where the platform has been put to work end-to-end. More case studies coming soon.
Use case · Frontier model safety
Red-teaming a frontier model at scale
An independent, large-scale red team of a frontier model: 1,805 adversarial simulations across 11 policy categories, multi-turn and graded per turn against policy — producing a full severity-weighted safety assessment.
1,805
Simulations across 11 policy categories
36.0%
Overall attack success rate
250
Critical violations surfaced
11/11
Policy categories breached
Interactive report · contains adversarial content excerpts.View full report
Ready when you are
See it on your own system.
We test whatever you build, against your policy, and you keep every artifact.
Reinforce Labs