Evaluating the AI Products
with 8.3 Billion Persona Agents

MatrAIx is the persona-based evaluation infrastructure for AI models and digital products, grounded in a population of 8.3 billion persona agents.

THE MATRAIX THESIS

The next frontier for personal agents is understanding humanity—and learning to behave like us.

01 · WHOPersona
02 · WHERE / HOWEnvironment
03 · WHAT / WHYApplication
OUTPUTEvaluation Results
NEW RELEASE

PersonalAgentEval.com

The best personal agent adapts to different users and preferences across domains and contexts.

Visit PersonalAgentEval →
01 — APPLICATION TASKS

Four types of evaluation tasks.

MARKET RESEARCH · PROMOTION TEST “Which offer would make you buy today?”
Free ship
82%
10% off
74%
Returns
61%
2× points
45%
CUSTOMER SERVICE · PRODUCT RETURN
These shoes don't fit. Can I return them?
Yes. Were they worn outside?
No, only tried on.
Your return is approved. Here's the label. ✓
shop.test/checkout
SHOPPING WEBSITE · CHECKOUT
▲
SOCIAL APP · CREATE A GROUP

Survey

// questionnaires & feedback

Collect structured and open-ended user feedback for market research, concept testing, and preference analysis.

Chatbot

// conversational AI evaluation

Evaluate AI chatbots across task completion, customer satisfaction, helpfulness, safety, and multi-turn reliability.

Web

// web prototype evaluation

Evaluate web prototypes and features across usability, presentation, navigation, latency sensitivity, and task completion.

App

// app product evaluation

Evaluate app features and workflows across functionality, responsiveness, task success, and user preference.

02 — WHAT MATRAIX PROVIDES

From simulated users to actionable evaluation results.

03 — DEMO

See MatrAIx in action.

04 — EVAL INFRA

Start exploring the MatrAIx eval infra.

◉ MatrAIx Eval InfraPERSONAENVEVAL
8.3Bpersona corpus
1,290persona attributes
1,000+applications
05 — IN THE NEWS

Selected coverage.

  1. Reached out by Nature senior editors within 29 hours.

  2. Trended on X with 5k+ posts in 10 hours and reached the Weibo top 7.

  3. Covered by Startup Fortune and TechSavvy.

  4. Interviewed and headlined Switzerland’s NZZ am Sonntag.

  5. Featured by Forbes twice.

  6. Featured by TechTimes UK and AI Unfiltered.

  7. Featured by European Scientist and the Australian Financial Review.

  8. Interviewed by Silicon Valley 101 for a documentary and podcast.

  9. Talks

    Invited to speak at Google DeepMind, Stanford, Anthropic, Netflix, Microsoft, NVIDIA, Amazon, Snorkel, Columbia, Hippocratic AI, and others.

  10. To be continued…

06 — OPEN RESEARCH COMMUNITY

Build the human layer of intelligence with us.

Join the Persona, Environment, or Application team and contribute through research, engineering, data, evaluation, or product scenarios.