// EVALUATION ENGINE
v4.8
—
CLUSTER ONLINE
Agent Simulation for Evaluation
0.0
Billion
behaviors simulated & scored across 1,000 Persona dimensions
We spin up populations of AI agents, turn them loose on your app, and score every interaction — producing segmented A/B reports and high-quality training data.
behaviors / sec412,880
active agents2,048,512
eval pass rate94.7%
worlds in flight16,384
01 — REPORTS
See the report before you ship.
Thousands of agents run both variants. You get a verdict broken down by the Persona segments that matter — and the exact friction they hit.
Web appsCheckoutOnboarding
AI assistantsSearchAccessibility
02 — TRAINING DATA
Every run becomes training data.
Each agent session is a structured, rubric-scored trace — rejection-sampled for SFT and paired for RL.
- Structured traces — observation → action → outcome for every agent.
- Rubric-scored — keep only high-quality trajectories.
- Preference pairs — chosen vs. rejected, ready for DPO / RLHF.
- Persona-tagged — train on the exact segments you care about.
- Streaming export — JSONL straight into your training stack.
Evaluate your agents before the world does.
Request a demo or ask us anything.
Request access — info@matraix.ai