Powered by Scale AI
Powered by Scale AI
Outlier connects human brilliance
with artificial intelligence
We pay thousands of experts to train AI models and
make them smarter, faster, and more reliable
We pay thousands of experts
to train AI models and make them
smarter, faster and more reliable
Trusted by leading enterprises to accelerate AI development
Trusted by leading enterprises to accelerate AI development
Trusted by leading enterprises to accelerate AI development
IMPACT
IMPACT
IMPACT
Our impact across the globle
$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
Our Vision
Our Vision
Why we built Outlier
Outlier, a product
by Scale AI
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.
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.
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
Annotations To Date
87 M
Gen AI Data
Labeled
Gen AI Data Labeled
Testimonials
Testimonials
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
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
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.
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
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.
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
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.
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
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.
Anh D.
Australia
Language Expert - Vietnamese
OUR VALUES
OUR VALUES
OUR VALUES
What we promise
our experts
Respect
We value and respect your work and set you up for success with clear info, helpful tools, and a supportive team.
Respect
We value and respect your work and set you up for success with clear info, helpful tools, and a supportive team.
Respect
We value and respect your work and set you up for success with clear info, helpful tools, and a supportive team.
Community
You're part of a global network of experts and can connect with fellow contributors for tips through work channels.
Community
You're part of a global network of experts and can connect with fellow contributors for tips through work channels.
Community
You're part of a global network of experts and can connect with fellow contributors for tips through work channels.
Flexibility
You work on projects that fit your skills and interests, and you choose when, where, and how much you work.
Flexibility
You work on projects that fit your skills and interests, and you choose when, where, and how much you work.
Flexibility
You work on projects that fit your skills and interests, and you choose when, where, and how much you work.
Intellectual fulfillment
Your work plays a key role in shaping the future of generative AI, helping to build smarter, more capable systems every day.
Intellectual fulfillment
Your work plays a key role in shaping the future of generative AI, helping to build smarter, more capable systems every day.
Fairness
We offer clear expectations, fair pay, and equal opportunities—and welcome your feedback to help improve our platform.
Fairness
We offer clear expectations, fair pay, and equal opportunities—and welcome your feedback to help improve our platform.
Fairness
We offer clear expectations, fair pay, and equal opportunities—and welcome your feedback to help improve our platform.
Intellectual fulfillment
Your work plays a key role in shaping the future of generative AI, helping to build smarter, more capable systems every day.
Intellectual fulfillment
Your work plays a key role in shaping the future of generative AI, helping to build smarter, more capable systems every day.
Intellectual fulfillment
Your work plays a key role in shaping the future of generative AI, helping to build smarter, more capable systems every day.
Intellectual fulfillment
Your work plays a key role in shaping the future of generative AI, helping to build smarter, more capable systems every day.
Intellectual fulfillment
Your work plays a key role in shaping the future of generative AI, helping to build smarter, more capable systems every day.
BENEFITS
BENEFITS
BENEFITS
Why thousands choose Outlier
Why thousands
choose Outlier
Flexible
hours
Flexible
hours
Flexible hours
Fully
remote
Fully
remote
Fully remote
Learn new,
valuable skills
Learn new,
valuable skills
Learn new, valuable skills
Competitive
pay
Competitive
pay
Competitive pay
Join a network of
100,000+ experts
Join a network of
100,000+ experts
Join a network of 100,000+ experts
No AI experience
required
No AI experience
required
No AI experience required
BECOME AN OUTLIER EXPERT
BECOME AN OUTLIER EXPERT
BECOME AN OUTLIER EXPERT
Join our network of 100,000+ experts
working from home
Remote
Math
ExpertRemote
Front-end coding
ExpertRemote
Voice Training
ExpertRemote
Language
ExpertRemote
Coding
Expert
Application process
Application process
Application process
Get started in 3 steps
Get started in 3 simple steps
STEP 1
Apply and verify identity
Sign up in a few steps! This should only take 7-10 minutes.
STEP 2
Go through the application process
STEP 3
Work on projects and start earning!
STEP 1
Apply and verify identity
Sign up in a few steps! This should only take 7-10 minutes.
STEP 2
Go through the application process
STEP 3
Work on projects and start earning!
STEP 1
Apply and verify identity
STEP 2
Go through the application process
STEP 3
Work on projects and start earning!
Frequently Asked Questions
Frequently Asked Questions
Frequently Asked Questions
FAQs
01
About Outlier
So what is Outlier?
Outlier is a platform that connects subject matter experts to help build the world’s most advanced Generative AI.
You will work on a variety of projects from generating training data in your discipline to advance these models to evaluating performance of models.
02
Getting started
What does the onboarding process look like?
During onboarding, you will be added to a Squad of like-minded contributors, led by an experienced squad lead. The squad lead will help you onboard and learn about how to successfully contribute to a range of projects. Each domain’s onboarding process looks a little different. Most require you to submit a resume and pass a screening exam to demonstrate your competence in the topic area. Some may require a virtual interview as well.
Will I get paid for the onboarding process?
You will be compensated when you successfully complete the onboarding process. Compensation may vary depending on the domain area. Please review the details in the job description for specifics.
How long does the onboarding take?
Completing the onboarding modules and the assessment usually takes between 1 and 5 hours. Once you have completed the final assessment, you may have to wait for review, but can expect < 48 hour turnaround to get any feedback that is required.
What is the purpose of Outlier’s onboarding?
The purpose of our onboarding programs is to equip you with the skills and knowledge to succeed on projects. Training AI models is a very unique process and can take some time to get used to. We want to ensure that you know what to expect before projects and have an understanding of the type of work you may see on Outlier.
03
Qualifications
What qualifications do I need?
Candidates should have deep expertise in the domains of focus that they are applying for. Our job descriptions will have more specific details on what would be expected in each domain, but we encourage you to submit your application.
Minimum qualifications are usually junior and seniors in undergraduate programs of the domain.
Preferred qualifications are graduate students, masters, and PhD holders of the domain.
We also expect all candidates to have a strong understanding of written English and clear communication skills. Passion and commitment to be part of an exciting journey to help build the next generation of Generative AIs.
What is your selection process? How are resumes evaluated?
We evaluate your resume and identify if you meet the minimum qualifications for a domain and associated pay rate. These qualifications are listed in any given job description.
Can I bring some friends too?
Of course! We want to give everyone the opportunity to build together the new generation of AI models. Everyone is more than welcome to apply. To refer candidates within your domain of expertise who are good fits for your project, please contact your team lead.
04
Pay
How much will I be paid?
Competitive rates are set based on the domain of focus and your qualifications.
How will I be paid?
You will be paid out weekly via your preferred option between PayPal and AirTM. Direct deposit is also available for contributors based in the US.
Are there opportunities to earn more?
Some domains may offer rewards for completing onboarding programs, or higher rates for superior performance!
05
Hours
How much time should I expect to work?
Outlier is very flexible! We have some contributors working ~5-10 hrs/week and some who work 40 hrs/week as their schedule allows.
You will earn based on how many hours you contribute throughout the week, which is up to you as there is no minimum or maximum amount of hours that need to be worked.Can I do this work in addition to another part-time or full-time opportunity?
Absolutely! Contributors are independent contractors who can choose how many hours they want to work a week.
How long will this opportunity last?
Our projects have varying lengths, depending on the need of the AI models you’d be working on. After completing a project, our contributors will have the opportunity to work on additional projects.
01
About Outlier
So what is Outlier?
Outlier is a platform that connects subject matter experts to help build the world’s most advanced Generative AI.
You will work on a variety of projects from generating training data in your discipline to advance these models to evaluating performance of models.
02
Getting started
What does the onboarding process look like?
During onboarding, you will be added to a Squad of like-minded contributors, led by an experienced squad lead. The squad lead will help you onboard and learn about how to successfully contribute to a range of projects. Each domain’s onboarding process looks a little different. Most require you to submit a resume and pass a screening exam to demonstrate your competence in the topic area. Some may require a virtual interview as well.
Will I get paid for the onboarding process?
You will be compensated when you successfully complete the onboarding process. Compensation may vary depending on the domain area. Please review the details in the job description for specifics.
How long does the onboarding take?
Completing the onboarding modules and the assessment usually takes between 1 and 5 hours. Once you have completed the final assessment, you may have to wait for review, but can expect < 48 hour turnaround to get any feedback that is required.
What is the purpose of Outlier’s onboarding?
The purpose of our onboarding programs is to equip you with the skills and knowledge to succeed on projects. Training AI models is a very unique process and can take some time to get used to. We want to ensure that you know what to expect before projects and have an understanding of the type of work you may see on Outlier.
03
Qualifications
What qualifications do I need?
Candidates should have deep expertise in the domains of focus that they are applying for. Our job descriptions will have more specific details on what would be expected in each domain, but we encourage you to submit your application.
Minimum qualifications are usually junior and seniors in undergraduate programs of the domain.
Preferred qualifications are graduate students, masters, and PhD holders of the domain.
We also expect all candidates to have a strong understanding of written English and clear communication skills. Passion and commitment to be part of an exciting journey to help build the next generation of Generative AIs.
What is your selection process? How are resumes evaluated?
We evaluate your resume and identify if you meet the minimum qualifications for a domain and associated pay rate. These qualifications are listed in any given job description.
Can I bring some friends too?
Of course! We want to give everyone the opportunity to build together the new generation of AI models. Everyone is more than welcome to apply. To refer candidates within your domain of expertise who are good fits for your project, please contact your team lead.
04
Pay
How much will I be paid?
Competitive rates are set based on the domain of focus and your qualifications.
How will I be paid?
You will be paid out weekly via your preferred option between PayPal and AirTM. Direct deposit is also available for contributors based in the US.
Are there opportunities to earn more?
Some domains may offer rewards for completing onboarding programs, or higher rates for superior performance!
05
Hours
How much time should I expect to work?
Outlier is very flexible! We have some contributors working ~5-10 hrs/week and some who work 40 hrs/week as their schedule allows.
You will earn based on how many hours you contribute throughout the week, which is up to you as there is no minimum or maximum amount of hours that need to be worked.Can I do this work in addition to another part-time or full-time opportunity?
Absolutely! Contributors are independent contractors who can choose how many hours they want to work a week.
How long will this opportunity last?
Our projects have varying lengths, depending on the need of the AI models you’d be working on. After completing a project, our contributors will have the opportunity to work on additional projects.
01
About Outlier
So what is Outlier?
Outlier is a platform that connects subject matter experts to help build the world’s most advanced Generative AI.
You will work on a variety of projects from generating training data in your discipline to advance these models to evaluating performance of models.
02
Getting started
What does the onboarding process look like?
During onboarding, you will be added to a Squad of like-minded contributors, led by an experienced squad lead. The squad lead will help you onboard and learn about how to successfully contribute to a range of projects. Each domain’s onboarding process looks a little different. Most require you to submit a resume and pass a screening exam to demonstrate your competence in the topic area. Some may require a virtual interview as well.
Will I get paid for the onboarding process?
You will be compensated when you successfully complete the onboarding process. Compensation may vary depending on the domain area. Please review the details in the job description for specifics.
How long does the onboarding take?
Completing the onboarding modules and the assessment usually takes between 1 and 5 hours. Once you have completed the final assessment, you may have to wait for review, but can expect < 48 hour turnaround to get any feedback that is required.
What is the purpose of Outlier’s onboarding?
The purpose of our onboarding programs is to equip you with the skills and knowledge to succeed on projects. Training AI models is a very unique process and can take some time to get used to. We want to ensure that you know what to expect before projects and have an understanding of the type of work you may see on Outlier.
03
Qualifications
What qualifications do I need?
Candidates should have deep expertise in the domains of focus that they are applying for. Our job descriptions will have more specific details on what would be expected in each domain, but we encourage you to submit your application.
Minimum qualifications are usually junior and seniors in undergraduate programs of the domain.
Preferred qualifications are graduate students, masters, and PhD holders of the domain.
We also expect all candidates to have a strong understanding of written English and clear communication skills. Passion and commitment to be part of an exciting journey to help build the next generation of Generative AIs.
What is your selection process? How are resumes evaluated?
We evaluate your resume and identify if you meet the minimum qualifications for a domain and associated pay rate. These qualifications are listed in any given job description.
Can I bring some friends too?
Of course! We want to give everyone the opportunity to build together the new generation of AI models. Everyone is more than welcome to apply. To refer candidates within your domain of expertise who are good fits for your project, please contact your team lead.
04
Pay
How much will I be paid?
Competitive rates are set based on the domain of focus and your qualifications.
How will I be paid?
You will be paid out weekly via your preferred option between PayPal and AirTM. Direct deposit is also available for contributors based in the US.
Are there opportunities to earn more?
Some domains may offer rewards for completing onboarding programs, or higher rates for superior performance!
05
Hours
How much time should I expect to work?
Outlier is very flexible! We have some contributors working ~5-10 hrs/week and some who work 40 hrs/week as their schedule allows.
You will earn based on how many hours you contribute throughout the week, which is up to you as there is no minimum or maximum amount of hours that need to be worked.Can I do this work in addition to another part-time or full-time opportunity?
Absolutely! Contributors are independent contractors who can choose how many hours they want to work a week.
How long will this opportunity last?
Our projects have varying lengths, depending on the need of the AI models you’d be working on. After completing a project, our contributors will have the opportunity to work on additional projects.
In the News
In the News
In the News
Read about our impact on AI advancement
© 2025 Smart Ecosystems. All rights reserved.
© 2025 Smart Ecosystems. All rights reserved.
© 2025 Smart Ecosystems. All rights reserved.