
Human data platform powering frontier AI model training

Released Jun 3
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Reviewed by Shawn H. — Founder, AITrustList
Last verified MethodologyAI tools are ranked by traffic signals, not paid placement.
Earn flexibly as an AI trainer shaping next-gen LLMs
Outlier AI connects subject matter experts with top AI labs to train language models through remote freelance tasks like prompt writing and answer evaluation.

Independently written by the AITrustList editorial team.
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Outlier AI is a freelance platform that connects subject matter experts with AI labs to provide the human feedback used to train and refine large language models.
Create an Outlier profile, import and review your skills, complete identity verification, then pass project-specific skill screenings to start receiving AI training tasks you can complete on your own schedule.
Outlier AI is a freelance platform operated by Scale AI that links domain experts with leading artificial intelligence companies to provide human feedback that improves large language models. Contributors work remotely on tasks such as writing challenging problem-and-answer pairs, creating grading rubrics, and ranking model outputs across fields including coding, STEM, and languages. Experts can set their own schedules with no minimum hours and receive competitive, quality-based pay distributed weekly. Onboarding typically takes 30 to 90 minutes and includes profile setup, expertise selection, skill screenings, and identity verification. The platform has onboarded more than 700,000 PhD and master's-level contributors from over 50 countries, paid out over $500 million to experts, and earned a 4.1/5 rating from more than 3,000 reviewers on Trustpilot. Contributors also gain hands-on experience with cutting-edge AI systems and free access to paid models.
Candidates need domain expertise across a wide range of fields. Minimum qualifications typically require undergraduate-level expertise, while graduate students, master's degree holders, and PhD candidates or graduates are preferred. English communication skills and enthusiasm for contributing to AI development are also required.
Outlier's onboarding usually takes 30 to 90 minutes and includes creating an account, selecting areas of expertise, completing skill screenings, and identity verification, followed by project-specific onboarding.
Outlier is a platform operated by Scale AI that connects experts with leading AI companies to provide human feedback that improves large language models (LLMs).
Project lengths vary depending on customer needs. Once a project is completed, contributors can join additional projects.
Applicants need a valid ID and mobile phone from their country of residence, a current resume highlighting their expertise, and a LinkedIn profile showing educational background and work experience.
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