Outlier connects human brillance
with artifical intelligence
We pay thousands of experts to train AI models
and make them smarter, safer and more reliable
Impact
Our impact across the globe
Impact
Our impact across the globe
Impact
Our impact across the globe
$500M+
Paid Out
$500M+
Paid Out
$500M+
Paid Out
50
Countries
50
Countries
50
Countries
100K+
Outlier Experts
100K+
Outlier Experts
100K+
Outlier Experts
Our vision
Why we built Outlier
Our vision
Why we built Outlier
Our vision
Why we built Outlier
Outlier is committed to making AI more knowledgeable, accurate, and impactful - all while providing individuals with meaningful & accessible job opportunities.
We’ve built a best-in-class remote work platform for our freelance contributors to provide valuable, specialized skills, and we in turn strive to provide them with a positive experience based on our core pillars of reliability, transparency, and flexibility.
Scale and Outlier Partnership
Outlier is proudly powered by Scale, blending top-tier data infrastructure with advanced anomaly detection. Scale’s data annotation and AI capabilities enable us to deliver accurate, scalable insights and drive real progress in Generative AI.
13 B
Annotations to Date
13 B
Annotations to Date
13 B
Annotations to Date
87 M
Gen AI Data Labeled
87 M
Gen AI Data Labeled
87 M
Gen AI Data Labeled
Testimonials
Meet our experts
Testimonials
Meet our experts
Testimonials
Meet our experts
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.
Netherlands
Language Specialist - Dutch
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
United States
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Vietnam
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Australia
Language Expert - Vietnamese
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.
Netherlands
Language Specialist - Dutch
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
United States
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Vietnam
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Australia
Language Expert - Vietnamese
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.
Netherlands
Language Specialist - Dutch
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
United States
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Vietnam
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Australia
Language Expert - Vietnamese
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.
Netherlands
Language Specialist - Dutch
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
United States
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Vietnam
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Australia
Language Expert - Vietnamese
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Language Expert - Vietnamese
Getting paid to create prompts from my research to test the frontiers of AI, and then being able to talk about it with academics and scientists from around the world… any curious academic mind will really enjoy this opportunity.
Josh C.
Biology Expert
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Language Expert - Vietnamese
Getting paid to create prompts from my research to test the frontiers of AI, and then being able to talk about it with academics and scientists from around the world… any curious academic mind will really enjoy this opportunity.
Josh C.
Biology Expert
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Language Expert - Vietnamese
Getting paid to create prompts from my research to test the frontiers of AI, and then being able to talk about it with academics and scientists from around the world… any curious academic mind will really enjoy this opportunity.
Josh C.
Biology Expert
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Language Expert - Vietnamese
Getting paid to create prompts from my research to test the frontiers of AI, and then being able to talk about it with academics and scientists from around the world… any curious academic mind will really enjoy this opportunity.
Josh C.
Biology Expert
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Language Expert - Vietnamese
Getting paid to create prompts from my research to test the frontiers of AI, and then being able to talk about it with academics and scientists from around the world… any curious academic mind will really enjoy this opportunity.
Josh C.
Biology Expert
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Language Expert - Vietnamese
Getting paid to create prompts from my research to test the frontiers of AI, and then being able to talk about it with academics and scientists from around the world… any curious academic mind will really enjoy this opportunity.
Josh C.
Biology Expert
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Language Expert - Vietnamese
Getting paid to create prompts from my research to test the frontiers of AI, and then being able to talk about it with academics and scientists from around the world… any curious academic mind will really enjoy this opportunity.
Josh C.
Biology Expert
Working on Outlier has helped expose me to new, different areas and hone my research skills. The support, the community channels, QM support, weekly webinars, and office hours for questions help things run smoothly.
Robin F.
Math Expert
As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.
Cuong N.
Coding Expert
I like that I can contribute to AI technology and have flexible work hours. I’m working towards my Masters, so it’s nice having time for that while making some extra income.
Anh D.
Language Expert - Vietnamese
Getting paid to create prompts from my research to test the frontiers of AI, and then being able to talk about it with academics and scientists from around the world… any curious academic mind will really enjoy this opportunity.
Josh C.
Biology Expert
Our values
What we promise our experts
Our values
What we promise our experts
Our values
What we promise our experts
People first
AI should work for people, not the other way around. As AI becomes more common, humans must continue to guide its development. Our contributors teach AI systems so that they reflect human values and judgment.
Quality matters
Frontier AI requires outstanding data. We maintain high standards for quality and consistency because our customers depend on excellent results. Our platform recognizes and rewards contributors who take pride in doing quality work.
Serious about safety
We are thoughtful about AI’s impact. Outlier and its parent company, Scale AI, work closely with policymakers, researchers, and organizations worldwide to ensure that AI development follows responsible practices.
People first
AI should work for people, not the other way around. As AI becomes more common, humans must continue to guide its development. Our contributors teach AI systems so that they reflect human values and judgment.
Quality matters
Frontier AI requires outstanding data. We maintain high standards for quality and consistency because our customers depend on excellent results. Our platform recognizes and rewards contributors who take pride in doing quality work.
Serious about safety
We are thoughtful about AI’s impact. Outlier and its parent company, Scale AI, work closely with policymakers, researchers, and organizations worldwide to ensure that AI development follows responsible practices.
People first
AI should work for people, not the other way around. As AI becomes more common, humans must continue to guide its development. Our contributors teach AI systems so that they reflect human values and judgment.
Quality matters
Frontier AI requires outstanding data. We maintain high standards for quality and consistency because our customers depend on excellent results. Our platform recognizes and rewards contributors who take pride in doing quality work.
Serious about safety
We are thoughtful about AI’s impact. Outlier and its parent company, Scale AI, work closely with policymakers, researchers, and organizations worldwide to ensure that AI development follows responsible practices.
People first
AI should work for people, not the other way around. As AI becomes more common, humans must continue to guide its development. Our contributors teach AI systems so that they reflect human values and judgment.
Quality matters
Frontier AI requires outstanding data. We maintain high standards for quality and consistency because our customers depend on excellent results. Our platform recognizes and rewards contributors who take pride in doing quality work.
Serious about safety
We are thoughtful about AI’s impact. Outlier and its parent company, Scale AI, work closely with policymakers, researchers, and organizations worldwide to ensure that AI development follows responsible practices.
People first
AI should work for people, not the other way around. As AI becomes more common, humans must continue to guide its development. Our contributors teach AI systems so that they reflect human values and judgment.
People first
AI should work for people, not the other way around. As AI becomes more common, humans must continue to guide its development. Our contributors teach AI systems so that they reflect human values and judgment.
Quality matters
Frontier AI requires outstanding data. We maintain high standards for quality and consistency because our customers depend on excellent results. Our platform recognizes and rewards contributors who take pride in doing quality work.
Quality matters
Frontier AI requires outstanding data. We maintain high standards for quality and consistency because our customers depend on excellent results. Our platform recognizes and rewards contributors who take pride in doing quality work.
Serious about safety
We are thoughtful about AI’s impact. Outlier and its parent company, Scale AI, work closely with policymakers, researchers, and organizations worldwide to ensure that AI development follows responsible practices.
Serious about safety
We are thoughtful about AI’s impact. Outlier and its parent company, Scale AI, work closely with policymakers, researchers, and organizations worldwide to ensure that AI development follows responsible practices.
Why join us
Our commitment to contributors
Why join us
Our commitment to contributors
Why join us
Our commitment to contributors
Opportunity on your terms
Outlier offers a new way to work. You decide when to work and how much time to commit. This flexibility lets millions of people earn money, control their schedules, and make use of their expertise.
A rewarding experience
You can count on competitive pay for engaging work. We do our best to provide fair policies, clear project information, and timely support with the goal of making your experience on Outlier straightforward and rewarding.
A community of experts
Our network brings together people from nearly every field of knowledge. When you work on Outlier, you’re part of a community that is passionate about AI, values deep expertise, and respects what makes each contributor unique.
Opportunity on your terms
Outlier offers a new way to work. You decide when to work and how much time to commit. This flexibility lets millions of people earn money, control their schedules, and make use of their expertise.
A rewarding experience
You can count on competitive pay for engaging work. We do our best to provide fair policies, clear project information, and timely support with the goal of making your experience on Outlier straightforward and rewarding.
A community of experts
Our network brings together people from nearly every field of knowledge. When you work on Outlier, you’re part of a community that is passionate about AI, values deep expertise, and respects what makes each contributor unique.
Opportunity on your terms
Outlier offers a new way to work. You decide when to work and how much time to commit. This flexibility lets millions of people earn money, control their schedules, and make use of their expertise.
A rewarding experience
You can count on competitive pay for engaging work. We do our best to provide fair policies, clear project information, and timely support with the goal of making your experience on Outlier straightforward and rewarding.
A community of experts
Our network brings together people from nearly every field of knowledge. When you work on Outlier, you’re part of a community that is passionate about AI, values deep expertise, and respects what makes each contributor unique.
Opportunity on your terms
Outlier offers a new way to work. You decide when to work and how much time to commit. This flexibility lets millions of people earn money, control their schedules, and make use of their expertise.
A rewarding experience
You can count on competitive pay for engaging work. We do our best to provide fair policies, clear project information, and timely support with the goal of making your experience on Outlier straightforward and rewarding.
A community of experts
Our network brings together people from nearly every field of knowledge. When you work on Outlier, you’re part of a community that is passionate about AI, values deep expertise, and respects what makes each contributor unique.
Opportunity on your terms
Outlier offers a new way to work. You decide when to work and how much time to commit. This flexibility lets millions of people earn money, control their schedules, and make use of their expertise.
Opportunity on your terms
Outlier offers a new way to work. You decide when to work and how much time to commit. This flexibility lets millions of people earn money, control their schedules, and make use of their expertise.
A community of experts
Our network brings together people from nearly every field of knowledge. When you work on Outlier, you’re part of a community that is passionate about AI, values deep expertise, and respects what makes each contributor unique.
A community of experts
Our network brings together people from nearly every field of knowledge. When you work on Outlier, you’re part of a community that is passionate about AI, values deep expertise, and respects what makes each contributor unique.
A rewarding experience
You can count on competitive pay for engaging work. We do our best to provide fair policies, clear project information, and timely support with the goal of making your experience on Outlier straightforward and rewarding.
A rewarding experience
You can count on competitive pay for engaging work. We do our best to provide fair policies, clear project information, and timely support with the goal of making your experience on Outlier straightforward and rewarding.
Become an outlier expert
Join our network of 100,000+ experts
working from home
Become an outlier expert
Join our network of 100,000+ experts
working from home
Become an outlier expert
Join our network of 100,000+ experts
working from home
Biology Expert
Remote
Up to $50/hr
Graphic Design Expert
Remote
Up to $40/hr
English writing expert
Remote
Up to $15/hr
Coding expert
Remote
Up to $27.5/hr
Biology Expert
Remote
Up to $50/hr
Graphic Design Expert
Remote
Up to $40/hr
English writing expert
Remote
Up to $15/hr
Coding expert
Remote
Up to $27.5/hr
Biology Expert
Remote
Up to $50/hr
Graphic Design Expert
Remote
Up to $40/hr
English writing expert
Remote
Up to $15/hr
Coding expert
Remote
Up to $27.5/hr
Biology Expert
Remote
Up to $50/hr
Graphic Design Expert
Remote
Up to $40/hr
English writing expert
Remote
Up to $15/hr
Coding expert
Remote
Up to $27.5/hr
Biology Expert
Remote
Up to $50/hr
Graphic Design Expert
Remote
Up to $40/hr
English writing expert
Remote
Up to $15/hr
Coding expert
Remote
Up to $27.5/hr
application process
Start in 4 simple steps
application process
Start in 4 simple steps
application process
Start in 4 simple steps
01.
Create your profile
02.
Import and review skills
03.
Verify your identity
04.
Verify skills and start earning
01.
Create your profile
02.
Import and review skills
03.
Verify your identity
04.
Verify skills and start earning
Step 1
Create your profile
Frequently asked questions
FAQs
Frequently asked questions
FAQs
Frequently asked questions
Outlier experts growing their careers in tech and AI
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.
powered by Scale AI
© 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.