outlier

Changes to the facts recorded here, not a live scan of every vendor update. Save this tool to follow updates in your account.

1. 11/2/2026

   Updated: best for, features, limitations, summary, use cases, walkthrough

   See recorded changes

   bestFor

   Before: ["Freelance experts with advanced degrees in coding, STEM, languages, and other specialized fields seeking flexible, part-time remote work to train AI models. Also suitable for students of legal working age looking to earn while studying."]

   After: ["Freelance experts with advanced knowledge in coding, STEM, languages, and other specialized fields.","Individuals seeking flexible, part-time remote work opportunities in AI training without minimum hour requirements."]

   features

   Before: []

   After: ["Allows experts to write challenging prompts to improve AI accuracy.","Enables experts to create grading rubrics for AI training.","Experts rate and rank AI answers to improve model responses."]

   limitations

   Before: []

   After: ["Requires at least an associate degree; some projects require higher degrees depending on complexity.","Does not offer visa sponsorship; visa must permit work in country of residence."]

   summary

   Before: "Outlier is a platform operated by Scale AI that connects freelance experts with AI companies to provide human feedback and training data to improve AI models. It offers flexible, remote work opportunities for experts in various fields to contribute to AI development and earn income."

   After: "Outlier is a platform operated by Scale AI that connects freelance experts with AI companies to improve AI models through specialized human input and training data. It enables experts to work flexibly from anywhere, contributing tasks such as writing challenging prompts, creating grading rubrics, and rating AI outputs to enhance AI performance."

   useCases

   Before: []

   After: ["Experts generate prompts, rank AI outputs, and improve model responses to enhance AI performance."]

   walkthrough

   Before: ["Experts can refer qualified friends or colleagues directly from their dashboard to join the platform."]

   After: ["Create your profile, import and review skills, complete onboarding including skill screenings and identity verification, then start working on projects.","Complete general onboarding process taking 30 to 90 minutes including account creation, expertise selection, skill screenings, and identity verification.","After general onboarding, proceed to project-specific onboarding which varies by project."]

2. 9/14/2026

   Updated: best for, features, summary, use cases, walkthrough

   See recorded changes

   bestFor

   Before: []

   After: ["Freelance experts with advanced degrees in coding, STEM, languages, and other specialized fields seeking flexible, part-time remote work to train AI models. Also suitable for students of legal working age looking to earn while studying."]

   features

   Before: ["Competitive pay with quality-based rewards, paid weekly via PayPal, Airtm, or ACH bank transfer.","Access to paid AI models like GPT5 Deep Research and Claude Sonnet for training and work purposes."]

   After: []

   summary

   Before: "Outlier is a platform operated by Scale AI that connects freelance experts with AI companies to improve AI model performance through specialized human input and training data. It enables experts to work flexibly on tasks such as generating prompts, ranking AI outputs, and improving model responses to enhance language learning models (LLMs)."

   After: "Outlier is a platform operated by Scale AI that connects freelance experts with AI companies to provide human feedback and training data to improve AI models. It offers flexible, remote work opportunities for experts in various fields to contribute to AI development and earn income."

   useCases

   Before: ["Experts gain hands-on AI experience and earn side income by working on projects that improve AI models, building their resumes while working flexibly from anywhere."]

   After: []

   walkthrough

   Before: ["Payments are processed weekly on Tuesdays for work completed the previous week, with multiple payment methods available."]

   After: ["Experts can refer qualified friends or colleagues directly from their dashboard to join the platform."]