Outlier AI

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Outlier AI is a Scale AI-operated platform that pays freelance subject-matter experts to provide human feedback (prompts, rubrics, rankings, and evaluations) that improves and safeguards LLM performance.

San Francisco, United States
Academic Research
Industry — Click to see all Academic Research solutions
Artificial Intelligence
Industry — Click to see all Artificial Intelligence solutions
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Outlier AIOutlier AI

About Outlier AI

About Outlier AI

Outlier AI is a remote work platform (operated by Scale AI) that connects subject-matter experts with leading AI companies and research labs to provide human feedback that improves large language models (LLMs). The company positions contributors as “AI trainers” who review, refine, and improve model outputs across domains like coding, STEM, languages, and other specialized fields. Contributors on Outlier complete tasks such as writing challenging prompts, creating grading rubrics, and rating/ranking AI answers. The platform emphasizes flexibility (work anywhere/anytime with no minimum hours), a selective screening process, and weekly payments. Outlier also highlights community and support mechanisms such as community channels, quality management (QM) support, webinars, and office hours. Outlier presents itself as focused on making AI smarter, safer, and more reliable while creating accessible opportunities for experts. It is “powered by Scale AI,” leveraging Scale’s data infrastructure and anomaly detection, and promotes values including people-first development, high-quality data, and seriousness about safety with collaboration alongside policymakers and researchers.

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verified business cases

Trust Signals
Customers
Confidential: Ali
Confidential: Justin
Solution Details
Industries
Academic ResearchArtificial IntelligenceBiotechnology
Talent Regions
US
Key Features
AI model accessAnswer rankingCommunity support

Products

Showcase the products and solutions offered by Outlier AI

Aether (Outlier Community Program)

A named Outlier community initiative referenced in blog content, including community engagement and at least one $20,000 grand prize raffle.

Community engagement

Incentive programs

Best for:Community Manager

Grading Rubrics & Assessment Tasks

Experts build grading rubrics and complete assessment tasks used to judge AI output quality and consistency across projects.

Rubric Design

Quality Standards

Consistency Checks

Best for:QA Lead

Pricing

Varies by project and expertise; tasking rate shown before starting.

Model Evaluation (Rating, Ranking, Improving Responses)

Experts evaluate AI outputs by rating and ranking answers, improving model responses, and completing other tasks that enhance AI performance.

Answer Ranking

Response Improvement

LLM Feedback

Best for:AI Product

Pricing

Varies by project and expertise; tasking rate shown before starting.

Outlier Expert Platform (AI Training Freelance Work)

A remote work platform that matches vetted freelance experts to AI training and evaluation projects (e.g., prompt creation, rubrics, rating/ranking outputs, improving model responses) for leading AI companies and research labs.

Remote work

Flexible schedule

Weekly payments

Best for:PhD Student

Pricing

Rates vary by expertise, project complexity, and location; paid weekly.

Outlier Expert Platform (AI training marketplace)

A remote platform where vetted experts work as independent contractors to train and evaluate AI models by completing project tasks and providing specialized human feedback to improve LLM quality and safety.

Remote Work

Flexible Schedule

Weekly Payments

Best for:Research Lead

Pricing

Rates vary by expertise, project complexity, and location; tasking rate shown before starting projects.

Outlier Marketplace

A contributor experience focused on choice and project selection, referenced as the Outlier Marketplace in company content, enabling experts to participate in available projects matched to their skills.

Project matching

Contributor choice

Remote tasking

Best for:Freelancer

Pricing

Rates vary by project; shown before project begins.

Prompt Writing Tasks

Experts create challenging prompts and correct answers to teach and improve AI accuracy, including difficult problem/answer pairs that stress-test model behavior.

Prompt Creation

Domain Expertise

Quality Rewards

Best for:ML Manager

Pricing

Varies by project and expertise; tasking rate shown before starting.

Historical Performance

Tracking the performance of the solution based on what's most important to you
Industry tag
Ali logo
Business Case

Achieved Upward of $1,000 Weekly Earnings on Remote AI Projects

Ali

Ali looked for a remote side job that could fit around other commitments. Traditional options did not align well with scheduling needs. The main challenge was finding flexible, project-based work that could be done remotely. Ali found project-based remote AI work that could be scheduled around existing responsibilities. The work depended on being assigned to a strong project. This structure allowed the role to function as a side job rather than a fixed-hour position. With a strong project assignment, Ali reported it was possible to earn upward of $1,000 per week. The outcome highlighted weekly earning potential tied directly to project assignment. The result focused on the flexibility and earnings potential of the project-based setup.

Key Results
  • $1,000+ weekly earning potential via strong project assignment
  • 3,082 Trustpilot reviews

Skills

Consumer Research
Industry

Project Details

Time to Start
Click to inquire
Time to Complete
Click to inquire
Cost
Click to inquire
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Feb 18, 2026
Self Reported
Justin logo
Business Case

Achieved $20,000 Grand Prize After 1+ Year Contributing

Justin

Justin was initially skeptical about joining the platform and needed flexible supplemental income while juggling two jobs and raising two teenagers. He looked for a way to fill income gaps without disrupting his existing responsibilities. He also wanted support for financial goals and personal spending. He joined the platform and began completing tasks as a flexible, fill-in-the-gaps income source. He contributed consistently while maintaining his two jobs and managing family commitments. Over time, he stayed active on the platform for just over a year. After contributing for just over a year, he won Aether’s grand prize raffle. He used the work to support financial goals and personal spending. The experience demonstrated the value of flexible supplemental income alongside a major raffle award.

Key Results
  • $20,000 grand prize raffle winner
  • 1+ year of tasking
  • 2 teenagers raised

Skills

Consumer Research
Industry

Project Details

Time to Start
Click to inquire
Time to Complete
Click to inquire
Cost
Click to inquire
Save to Cloud
Source this exact business case
Share
Feb 18, 2026
Self Reported
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