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Our Experts

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Meet the Experts Shaping the Future of AI

The specialists who evaluate, challenge, and improve AI — across every field, from every corner of the world.

The specialists who evaluate, challenge, and improve AI — across every field, from every corner of the world.

View Opportunities

$600M+

Paid out to domain experts

900K+

Outlier Experts worldwide

900K+

Outlier Experts worldwide

$600M+

Paid out to domain experts

Meet the Experts Shaping the Future of AI

The specialists who evaluate, challenge, and improve AI — across every field, from every corner of the world.

View Opportunities

Dr. Sarah Mitchell

Stanford University

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Raj Patel

Harvard University

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David Cooper

Harvard University

My cognitive science background is directly shaping how AI understands human reasoning. Few opportunities let you contribute at this level — Outlier is one of them.

900K+

Outlier Experts

$600M+

Paid Out

52

Countries

Meet the Experts Shaping the Future of AI

The specialists who evaluate, challenge, and improve AI — across every field, from every corner of the world.

View Opportunities

MIT

Stanford University

University of Oxford

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900K+

Outlier Experts

$600M+

Paid Out

52

Countries

Hear From Our Experts

  • My PhD finally matters beyond academia

    Working on Outlier is a genuine privilege. I shape how the next generation of AI understands language — the mission is what keeps me coming back.

    Layla Ahmadi

    PhD, Stanford University

  • Using my skills to shape the future of AI

    Outlier lets me put years of mathematical training to real use — evaluating AI reasoning and helping build more rigorous models. Intellectually serious and genuinely well-compensated.

    Sofia Chen

    University of Toronto · MSc, Mathematics

  • The most meaningful remote work I\'ve done

    I've tried many platforms, but Outlier is different. The problems are genuinely challenging, and I know my cognitive science background is making AI smarter.

    Amara Diallo

    Sorbonne University · PhD, Cognitive Science

  • Turning domain expertise into real AI impact

    Outlier connects specialists directly with frontier AI labs. Every task I complete improves model accuracy in ways that matter — and the earnings reflect that.

    Priya Mehta

    Indian Institute of Science · PhD, Data Science

  • A privilege to be at the frontier of AI

    Outlier gave me access to AI challenges I never expected. I use my linguistics background to improve how models handle nuanced language — truly a privilege.

    Fatima Al-Hassan

    University of Edinburgh · MSc, Linguistics

  • Contributing to AI that will outlast my career

    I always wanted to work at the AI cutting edge. Outlier made that possible remotely — I'm shaping how future systems reason and respond, not just earning.

    Marcus Webb

    MIT · BSc, Computer Science

How Our Experts Shape Smarter AI

Code Generation

I taught models to spot edge cases no linter can catch

After 2,000+ code review tasks on Outlier, I’ve trained models to identify race conditions, memory leaks, and subtle logic errors that even senior engineers miss. Seeing my feedback reflected in real model outputs is remarkable.

Marcus Chen

Full-Stack Engineer · 2,400 tasks completed

Code Generation

I taught models to spot edge cases no linter can catch

After 2,000+ code review tasks on Outlier, I’ve trained models to identify race conditions, memory leaks, and subtle logic errors that even senior engineers miss. Seeing my feedback reflected in real model outputs is remarkable.

Marcus Chen

Full-Stack Engineer · 2,400 tasks completed

Code Generation

I taught models to spot edge cases no linter can catch

After 2,000+ code review tasks on Outlier, I’ve trained models to identify race conditions, memory leaks, and subtle logic errors that even senior engineers miss. Seeing my feedback reflected in real model outputs is remarkable.

Marcus Chen

Full-Stack Engineer · 2,400 tasks completed

Writing

My poetry background helps AI understand subtext

My poetry background helps AI understand subtext

My poetry background helps AI understand subtext

Rating and rewriting model responses taught me how much nuance AI still misses. Through 1,800 RLHF tasks, I’ve helped models grasp irony, metaphor, and emotional register — the difference between technically correct and genuinely human.

Rating and rewriting model responses taught me how much nuance AI still misses. Through 1,800 RLHF tasks, I’ve helped models grasp irony, metaphor, and emotional register — the difference between technically correct and genuinely human.

Priya Sharma

MFA Creative Writing · 1,800 tasks completed

Math Reasoning

Step-by-step, I’m building AI’s mathematical intuition

Step-by-step, I’m building AI’s mathematical intuition

Step-by-step, I’m building AI’s mathematical intuition

Every proof I write for Outlier teaches models not just the answer, but how to think through multi-step problems. My PhD training in topology helps me craft solutions that show clear, verifiable reasoning chains.

Every proof I write for Outlier teaches models not just the answer, but how to think through multi-step problems. My PhD training in topology helps me craft solutions that show clear, verifiable reasoning chains.

Dr. James Okonkwo

Mathematics PhD · 3,100 tasks completed

Domain Expertise

My medical knowledge keeps AI safe for patients

As a physician reviewing health-related AI responses, I flag dangerous hallucinations and ensure models recommend seeing a doctor when they should. In 900+ medical accuracy tasks, patient safety is always my north star.

Dr. Aisha Patel

Internal Medicine MD · 920 tasks completed

Domain Expertise

My medical knowledge keeps AI safe for patients

As a physician reviewing health-related AI responses, I flag dangerous hallucinations and ensure models recommend seeing a doctor when they should. In 900+ medical accuracy tasks, patient safety is always my north star.

Dr. Aisha Patel

Internal Medicine MD · 920 tasks completed

Domain Expertise

My medical knowledge keeps AI safe for patients

As a physician reviewing health-related AI responses, I flag dangerous hallucinations and ensure models recommend seeing a doctor when they should. In 900+ medical accuracy tasks, patient safety is always my north star.

Dr. Aisha Patel

Internal Medicine MD · 920 tasks completed

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