Become the expert
that AI learns from
Join 700K+ MAs, PhDs, and college graduates working and
earning as AI trainers. Work from wherever and whenever.
No AI experience needed.
Join 700K+ MAs, PhDs, and college graduates working and earning as AI trainers. Work from wherever and whenever. No AI experience needed.
Over 2,000 5-star reviews from experts at top institutions















WHAT YOU WILL DO AS AN AI TRAINER
How real experts like you
improve AI models
WHAT YOU WILL DO AS AN AI TRAINER
How real experts like you
improve AI models
WHAT YOU WILL DO AS AN AI TRAINER
How real experts like you
improve AI models
We depend on subject matter experts in coding, STEM, languages, and more to improve AI. Here are some common tasks you’ll do on Outlier
We depend on subject matter experts in coding, STEM, languages, and
more to improve AI. Here are some common tasks you’ll do on Outlier
Write a Challenging Prompt
Create Grading Rubrics
Rate and Rank Answers
Write a Challenging Prompt
Why
Improve AI model accuracy by challenging and teaching it
How
Think of a difficult question in your field of study - one that would confuse an AI model into a wrong answer.
Then, write the correct answer.
Write a Challenging Prompt
Why
Improve AI model accuracy by challenging and teaching it
How
Think of a difficult question in your field of study - one that would confuse an AI model into a wrong answer.
Then, write the correct answer.
Write a Challenging Prompt
Create Grading Rubrics
Rate and Rank Answers
Write a Challenging Prompt
Why
Improve AI model accuracy by challenging and teaching it
How
Think of a difficult question in your field of study - one that would confuse an AI model into a wrong answer.
Then, write the correct answer.
Why join outlier
Gain hands-on experience. More freedom.
And an extra paycheck.
Why join outlier
Gain hands-on experience. More freedom.
And an extra paycheck.
Why join outlier
Gain hands-on experience. More freedom.
And an extra paycheck.
We’ve helped over 1,000,000 experts gain hands-on AI experience in prompt engineering & AI training by working on projects on Outlier. Best part? They’ve earned.
Work flexibly from anywhere, anytime - no minimum hours
Competitive pay + quality -based rewards, paid weekly
Competitive pay + quality - based rewards, paid weekly
Free access to paid AI models like GPT5 Deep Research, Claude Sonnet and more
Earn as you learn, gain hands-on AI experience with a team of Outlier experts
Testimonials
Outlier experts growing their
careers in tech and AI
Testimonials
Outlier experts growing their careers in tech and AI
Testimonials
Outlier experts growing their
careers in tech and AI

Outlier is life changing for me, I have a lot more peace and I can work from anywhere whenever I want. I now have time for myself and hobbies without being tired. I could plan to go on a trip and work a couple of hours per day.
Enzo D.
Language Specialist, Netherlands

The work itself is fun. I'm learning about such a broad variety of topics because every time you see a task, you learn something new. I just learned some cool Swiss recipes for apple fritters.
Daliah B.
Language Specialist, German

I've worked on other platforms, but there is absolutely no support available. At Outlier, you're really getting into an online community.
Scott O.
Generalist

I view Outlier as a great opportunity for contributors to work flexibly, improve their skills, and earn more money at their own pace.
Vaibhav
Coding Expert
How to apply
Start in 4 simple steps
How to apply
Outlier experts growing their careers in tech and AI
How to apply
Start in 4 simple steps
01.
Create your profile
02.
Import and review skills
03.
Verify your identity
04.
Verify skills and start earning
Step 1
Create your profile
01.
Create your profile
02.
Import and review skills
03.
Verify your identity
04.
Verify skills and start earning
Frequently asked questions
FAQs
Frequently asked questions
Outlier experts growing their careers in tech and AI
Frequently asked questions
FAQs
What qualifications do I need?
We're looking for candidates with domain expertise across a wide range of fields. While specific qualification requirements vary by opportunity, minimum qualifications typically require undergraduate-level expertise.
Preferred qualifications typically include being a graduate student, a master's degree holder, or a PhD candidate/graduate in the relevant domain.
All candidates should demonstrate communication skills in English to effectively navigate our platform, though specific language requirements may vary by project. We also look for enthusiasm about contributing to the development of next-generation AI.
We encourage you to apply even if you're uncertain about meeting every requirement.
What qualifications do I need?
We're looking for candidates with domain expertise across a wide range of fields. While specific qualification requirements vary by opportunity, minimum qualifications typically require undergraduate-level expertise.
Preferred qualifications typically include being a graduate student, a master's degree holder, or a PhD candidate/graduate in the relevant domain.
All candidates should demonstrate communication skills in English to effectively navigate our platform, though specific language requirements may vary by project. We also look for enthusiasm about contributing to the development of next-generation AI.
We encourage you to apply even if you're uncertain about meeting every requirement.
What qualifications do I need?
We're looking for candidates with domain expertise across a wide range of fields. While specific qualification requirements vary by opportunity, minimum qualifications typically require undergraduate-level expertise.
Preferred qualifications typically include being a graduate student, a master's degree holder, or a PhD candidate/graduate in the relevant domain.
All candidates should demonstrate communication skills in English to effectively navigate our platform, though specific language requirements may vary by project. We also look for enthusiasm about contributing to the development of next-generation AI.
We encourage you to apply even if you're uncertain about meeting every requirement.
What does the onboarding process look like?
Outlier's onboarding process typically takes 30 to 90 minutes and includes creating your account, selecting your areas of expertise, completing skill screenings so we can match you with the right projects, and identity verification to ensure we're building a trusted community. Once you complete the general onboarding, you'll proceed to project-specific onboarding, which varies by project.
What does the onboarding process look like?
Outlier's onboarding process typically takes 30 to 90 minutes and includes creating your account, selecting your areas of expertise, completing skill screenings so we can match you with the right projects, and identity verification to ensure we're building a trusted community. Once you complete the general onboarding, you'll proceed to project-specific onboarding, which varies by project.
What does the onboarding process look like?
Outlier's onboarding process typically takes 30 to 90 minutes and includes creating your account, selecting your areas of expertise, completing skill screenings so we can match you with the right projects, and identity verification to ensure we're building a trusted community. Once you complete the general onboarding, you'll proceed to project-specific onboarding, which varies by project.
How long do projects last?
Project lengths vary depending on the needs of our customers. Once you complete a project, you'll have the opportunity to join additional projects.
How long do projects last?
Project lengths vary depending on the needs of our customers. Once you complete a project, you'll have the opportunity to join additional projects.
How long do projects last?
Project lengths vary depending on the needs of our customers. Once you complete a project, you'll have the opportunity to join additional projects.
How much time should I expect to contribute?
Flexibility is one of our core values at Outlier, which means you choose when, where, and how much you contribute. Your earnings are based on the hours you contribute each week, and you maintain complete control over your schedule with no minimum or maximum hour requirements.
How much time should I expect to contribute?
Flexibility is one of our core values at Outlier, which means you choose when, where, and how much you contribute. Your earnings are based on the hours you contribute each week, and you maintain complete control over your schedule with no minimum or maximum hour requirements.
How much time should I expect to contribute?
Flexibility is one of our core values at Outlier, which means you choose when, where, and how much you contribute. Your earnings are based on the hours you contribute each week, and you maintain complete control over your schedule with no minimum or maximum hour requirements.
Can I refer friends or colleagues?
Absolutely! We welcome applications from qualified candidates and aim to provide everyone with the opportunity to contribute to the development of the next generation of AI models. We encourage referrals for candidates you can personally vouch for based on their expertise or professional experience.
Once you've created an Outlier account, you'll be able to make referrals directly from your dashboard.
Can I refer friends or colleagues?
Absolutely! We welcome applications from qualified candidates and aim to provide everyone with the opportunity to contribute to the development of the next generation of AI models. We encourage referrals for candidates you can personally vouch for based on their expertise or professional experience.
Once you've created an Outlier account, you'll be able to make referrals directly from your dashboard.
Can I refer friends or colleagues?
Absolutely! We welcome applications from qualified candidates and aim to provide everyone with the opportunity to contribute to the development of the next generation of AI models. We encourage referrals for candidates you can personally vouch for based on their expertise or professional experience.
Once you've created an Outlier account, you'll be able to make referrals directly from your dashboard.
What do I need to apply?
Valid ID and mobile phone from your country of residence
Current resume highlighting your expertise
LinkedIn profile showing your educational background and work experience
What do I need to apply?
Valid ID and mobile phone from your country of residence
Current resume highlighting your expertise
LinkedIn profile showing your educational background and work experience
What do I need to apply?
Valid ID and mobile phone from your country of residence
Current resume highlighting your expertise
LinkedIn profile showing your educational background and work experience
What are experts saying about Outlier?
Contributors appreciate the flexibility, engaging projects, learning opportunities, strong community, and earning potential.
What are experts saying about Outlier?
Contributors appreciate the flexibility, engaging projects, learning opportunities, strong community, and earning potential.
What are experts saying about Outlier?
Contributors appreciate the flexibility, engaging projects, learning opportunities, strong community, and earning potential.
Ready to impact the future of AI?
Ready to impact the future of AI?
Ready to impact the future of AI?
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© 2025 Smart Ecosystems. All rights reserved.
powered by Scale AI
© 2025 Smart Ecosystems. All rights reserved.
powered by Scale AI
© 2025 Smart Ecosystems. All rights reserved.