Expert network · Expert queue (Scale AI)
Outlier (Scale AI)
Outlier is the Scale-AI-backed contributor platform spanning generalist writing to PhD specialties. After Meta took a 49% stake in Scale ($14.3B, mid-2025) and major labs (Google, OpenAI) paused work, Outlier cut generalist volume and shifted toward niche, technical, and expert projects. It absorbed Remotasks as Scale's visual/multimodal contributor brand. Breadth is narrower than it was; pay skews to specialist tasks.
Platform-stated
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Is Outlier (Scale AI) legit?
Researched Nov 2026 · 21 sourcesYes. Outlier is Scale AI's real contributor platform and pays weekly through PayPal, Airtm or ACH, but accounts and projects can be cut without notice and some workers report recent work going unpaid. Your account or project can be deactivated without a stated reason, sometimes with recent hours unpaid and appeals answered by template, and its terms let it withhold pay during an investigation. It pays Up to $7–$50/hr; ML, EE and quant finance up to $150/hr (platform-stated).
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Outlier is run by Scale AI through its affiliate Smart Ecosystem Inc., which does business as Outlier AI. Meta paid $14.3 billion for 49% of Scale in June 2025, valuing it at about $29 billion, and founder Alexandr Wang left for Meta but remains Scale's chairman; Francis deSouza became CEO on 10 August 2026. Outlier says it has paid out more than $600 million to 900,000+ experts in 52 countries.
Outlier pays every Tuesday for work done the previous Tuesday to Monday (midnight UTC), by PayPal, Airtm or ACH bank transfer, and shows each project's rate before you start. You work as an independent contractor, and its terms let it delay pay during an investigation or withhold it for a violation.
Trustpilot 3.9/5 (5,781 reviews). Read November 2026.
Takes people in 116 countries, by Outlier (Scale AI)'s own list (read 8 Nov 2026). Remote, from the places its working guidelines list (effective 15 Jul 2026, read 8 Nov 2026): the US, the UK, India, the Philippines, Brazil and Egypt among them, but not Nigeria, Kenya, Pakistan or Ukraine. English projects dominate, with multilingual projects.
No Outlier-specific impersonation cases turned up. Outlier is operated by Scale AI, you sign in and see opportunities at app.outlier.ai, it pays only by PayPal, Airtm or ACH, and sign-up questions go to onboarding@outlier.ai. The FTC warns that unexpected job texts on WhatsApp or Telegram, or any request to pay to get a job, are scams.
What people praise
- Many reviewers say weekly payments arrive reliably; one calls the pay prompt and reliable.
- Reviewers like working whenever they have time, with no fixed schedule and no minimum hours.
- Most Trustpilot reviewers are positive: 74% give it 4 or 5 stars, and Outlier replies to 47% of negative reviews (read 8 Nov 2026).
What people complain about
- Accounts are deactivated or banned with no specific reason, one within minutes of signing up, and appeals get template replies citing a terms violation.
- Some say they were removed from a project after days of work with no feedback, or banned just before a payout with their earnings withheld.
- Reviewers say some projects take hours of unpaid preparation, and that removals come with a generic email.
- Some say an automated check, such as a blurred camera during verification, got them banned, and that support replied only by sending the guidelines.
What has gone wrong
- October 2026. On 27 October 2026 the privacy group noyb filed five GDPR complaints against Scale AI in Austria, France, Italy and the Netherlands, saying Outlier runs third-party trackers on workers' devices, requires repeated face-video ID checks and ignored data requests. Scale called the claims 'unfounded and inaccurate'.
- December 2024. A class action filed on 10 December 2024, McKinney v. Scale AI, says contributors were misclassified. A $12.5 million settlement for people who worked for Scale, Smart Ecosystem or through HireArt from California (December 2020 to February 2026) had its final hearing set for 30 October 2026; on 8 November its site showed no decision.
- January 2025. On 17 January 2025 six Outlier workers sued Scale in federal court, saying they had to write prompts about violence and abuse without proper psychological support. Scale said it has safeguards, including opting out at any time, and would defend itself. A separate January 2025 suit said one contributor's pay worked out below California's minimum wage.
- July 2025. After Meta's June 2025 investment, several of Scale's largest data customers cut ties with it. In July 2025 Scale laid off about 200 staff, around 14%, and ended work with 500 contractors, saying it had scaled its data labeling business too quickly.
Best for: Degree holders and specialists (coding, STEM, languages) who want flexible, weekly-paid task work and can absorb sudden deactivations and gaps between projects. Not for: Anyone who needs steady income or a human appeal process, anyone without at least an associate degree, and anyone outside the 117 places its working guidelines list (Nigeria, Kenya, Pakistan and Ukraine are not on it).
Honest catches
- Pay here is platform-stated, not measured live from a job feed, so treat it as a benchmark rather than a guaranteed rate.
Sources for this review
- Outlier: Terms of Use (effective May 11, 2026; read 8 Nov 2026)
- Outlier: About us ($600M+ paid out, 900K+ experts, 52 countries; read 8 Nov 2026)
- Outlier: FAQ
- Outlier: Community Guidelines (effective May 11, 2026)
- Outlier: Flexible Working Guidelines (effective Jul 15, 2026: the 117 places you may work from)
- Scale AI: Scale AI announces next phase of company's evolution (June 12, 2025)
- Reuters via Hargreaves Lansdown: Meta poaches Scale AI CEO after taking multibillion-dollar stake (June 13, 2025)
- Scale AI: Scale AI appoints Francis deSouza as CEO (July 30, 2026; Wang stays chairman)
- Reuters via The Star: Scale AI taps former Google Cloud executive as CEO (July 31, 2026)
- TechCrunch: Scale AI lays off 14% of staff, largely in data-labeling business (July 16, 2025)
- TechCrunch: Scale AI hit by its second employee wage lawsuit in less than a month (January 9, 2025)
- TechCrunch: Scale AI is facing a third worker lawsuit in about a month (January 22, 2025)
- King & Siegel LLP: Scale AI pays $12.5 million over misclassification claims
- McKinney v. Scale AI settlement website (no final approval decision, read 8 Nov 2026)
- noyb: AI training platform Outlier illegally surveils European platform workers (October 27, 2026)
- Reuters via TimesLIVE: Privacy group accuses Scale AI of illegal worker surveillance (October 27, 2026)
- AFP via The Star: Data rights group takes aim at AI platform Scale (October 27, 2026)
- The Register: EU privacy advocates accuse US data annotation firm of snooping on contractors (October 27, 2026; updated with Scale's response)
- Trustpilot: Outlier reviews
- Trustpilot: Outlier 1-star reviews
- FTC Consumer Alert: That job offer text is probably a scam (April 30, 2026)
What Outlier (Scale AI) pays
Platform-stated · as of 2026-11-08Researched rate card, platform-stated, as of 2026-11-08
Outlier states a ceiling, not a rate: its pages say 'up to', and the tasking rate is shown before each project and varies with expertise, skills assessment, location and project need (its FAQ, read 8 Nov 2026). Ceilings read on 8 Nov 2026: its public job board lists 9 postings (board data $7 to $50/hr: up to $50 for video production experts filming multi-camera footage, posted 6 Nov 2026, $30 for its coding inbound posting, $25 to $31 for native French, German and Korean writers, and up to $15 or $7 in the text of its three evaluator postings); its landing pages state up to $150/hr for quant finance (outlier.ai/experts/qfinance), ML research (outlier.ai/experts/rsi), electrical engineering and statistics, $90 for personal finance, $50 for software developers and OpenClaw agent builders (outlier.ai/coding/fshc, outlier.ai/coding/oc-web2), $34 for Spanish-speaking software engineers, $31 for Japanese and Korean, $29 for German, $25 for French and $15 for Polish STEM writing. Task-paid pages state up to $320 a task for design and $1,350 a task for Terminal Bench experts. It pays weekly on Tuesdays through PayPal, AirTM or ACH, says contributors average a further 7.5% through Missions (top quartile 11%), and says onboarding and overtime work pays less.
| Role | Kind of work | Researched pay |
|---|---|---|
| ML research, EE PhD & quant finance expert | Domain Experts | up to $150/hr |
| Coding / software developer | Coding | up to $34–$50/hr |
| Statistics and personal finance expert | Math & STEM | up to $90–$150/hr |
| Generalist & language evaluator | AI Evaluation | up to $7–$31/hr |
| Polish STEM writing | Writing | up to $15/hr |
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The work Outlier (Scale AI) hires for
Each links to what the work involves, who hires for it, and what it pays across the market.
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How to get started on Outlier (Scale AI)
Researched Nov 2026Create an account from outlier.ai, add your resume, LinkedIn and areas of expertise, complete the skill screenings and identity verification (general onboarding, 30 to 90 minutes per Outlier), then review a project's guidelines and complete its assessment tasks before paid tasking starts.
Who can join
- At least an associate degree; some projects require a bachelor's, master's or PhD depending on complexity and specialization. Detailed qualifications are listed alongside each opportunity.
- Be legally able to work in your country of residence: if you are on a visa it must permit work, Outlier offers no visa sponsorship, and students must be of legal working age.
- A valid ID and a mobile phone from your country of residence.
- Live in one of the 117 places Outlier's Flexible Working Guidelines say you may work from (effective 15 Jul 2026, read 8 Nov 2026): the US, the UK, Canada, India, the Philippines, Brazil, Mexico and Egypt are on it; Nigeria, Kenya, Pakistan, Ghana and Ukraine are not. During onboarding you may be asked to verify your identity and location with a government-issued ID, and some of Outlier's customers limit projects further to specific states, regions or countries.
- A current resume highlighting your expertise and a LinkedIn profile showing your education and work experience.
- Communication skills in English to navigate the platform (specific language requirements vary by project). No prior AI experience is needed.
- Your own computer, tools and internet access: Outlier's Terms of Use make you responsible for all equipment and data access, do not reimburse expenses, and allow access only through supported browsers or approved mobile apps. No specific hardware specification is published.
Step by step
- 1
Create your account
On outlier.ai choose View Opportunities and create your account. Outlier's general onboarding (creating your account, selecting your areas of expertise, skill screenings and identity verification) typically takes 30 to 90 minutes.
- 2
Build your profile and select your expertise
Add a current resume and your LinkedIn profile, and select your areas of expertise. Outlier reviews each resume against the minimum requirements for specific domains and lists detailed qualifications alongside each opportunity.
- 3
Complete the skill screenings
Finish the skill screenings, which Outlier uses to match you with the right projects.
- 4
Verify your identity and location
Verify your identity with a government-issued ID. Outlier may also verify your location, which becomes your Primary Location and helps decide which tax forms you receive. If you move country (or US state), you update it and may need a new ID. Using a VPN to mask your presence in a restricted country is not permitted.
- 5
Qualify for a project
After general onboarding comes project-specific onboarding, which varies by project: review the project's guidelines and complete its assessment tasks. You do not have to accept every project invitation, and declining does not reduce the number of projects offered to you.
- 6
Start tasking and earning
Once you qualify, you contribute to deliverable tasks and are paid for them, hourly or per task. Payment details and the tasking rate are shown before you start each project.
Skill screenings plus a per-project qualification (assessment tasks)
Outlier's general onboarding includes skill screenings, and each project then has its own qualification with assessment tasks; Outlier does not publish what the tasks contain or how they are scored. A dated third-party guide (Laptop and Coffee, published 15 Jul 2026, updated 11 Aug 2026) reports that the tasks mirror the real work (comparing AI responses, explaining which is better and why, following a rubric precisely) and that the result is a pass or fail screen with no explanation either way.
Format
Third-party report: an online work sample done after you read the project guidelines, unpaid, typically 30 to 90 minutes, ending in a pass or fail screen.
How to prepare
- Read the guidelines and rubric fully, and reread the rubric before every answer, not just at the start: the guide says some rubric details exist specifically to catch people who do not read fully.
- Judge by the stated criteria, not your personal taste. The guide says people who answer from their own preference fail while feeling they did well.
- Write specific, evidence-based justifications. 'Response A is better because it's more accurate' scores nothing; name the exact error or strength in each response.
- Do not race the 30 to 90 minute estimate: the guide reports that people who pass usually take longer, slowing down on the final questions.
- Do it yourself. The guide says pasting an answer from ChatGPT into a test built to find people who catch AI mistakes fails it, and that platforms screen for it.
- Pick only the tracks that match your real background; the guide says you can qualify for more later.
- Make your profile specific before you start: the guide says Outlier matches you to projects by domain, and vague profiles get vague matching.
Why people get rejected
- Rushing through the instructions
- Answering from personal taste instead of the stated rubric
- Generic justifications (for example 'Response A is better because it's more accurate') instead of specific evidence
- Using AI tools to write answers
- Claiming a track you cannot back up
- Skimming instructions that were designed not to be skimmed
Outlier says general onboarding typically takes 30 to 90 minutes, followed by project-specific onboarding that varies by project. It publishes no approval, project-matching or first-task timeline. Once you work, pay runs weekly: work completed Tuesday through Monday (midnight UTC) is processed on the following Tuesday.
Outlier pays for completed work, either hourly or per task, and shows payment details and the tasking rate before you start each project. Rates vary by expertise, project complexity and location. Payments are processed weekly on Tuesdays for work completed the previous Tuesday through Monday (midnight UTC), by PayPal, Airtm or ACH bank transfer. You work as an independent contractor, not an employee, with no minimum hours.
Tips to get accepted
- Make your resume and LinkedIn specific and accurate before you apply: Outlier reviews each resume against the minimum requirements for specific domains and asks for a LinkedIn profile showing your education and work experience.
- Do the assessment and every task yourself. Outlier's Community Guidelines require you to complete tasks without help from other people, bots, scripts or third-party materials or tools unless an administrator specifically requires them, and to complete every certification and qualification test a project requires.
- Never overstate who you are, where you are or your experience, and keep one account: the Community Guidelines forbid misrepresenting these, creating multiple accounts, and using a VPN to mislead Outlier about your location.
- Third-party advice (Laptop and Coffee, Jul 2026): reread the rubric before each answer, judge against it rather than your gut, and take longer than the time estimate, because thoroughness is rewarded over speed.
- Third-party advice (Laptop and Coffee, Jul 2026): if you fail one project or your queue is empty, do not assume you are banned. Outlier runs separate assessments per project on an ongoing basis, so keep qualifying for others.
What isn't public
- Outlier does not publish what its assessment tasks contain, how they are scored or the pass mark, and its public pages say nothing about feedback after a fail. The description of the assessment here comes from a dated third-party guide (Laptop and Coffee, 15 Jul 2026), not from Outlier.
- Outlier's public pages do not say whether skill screenings or project assessment tasks are paid; its FAQ says you are paid once you complete onboarding and begin working on a project. The 'unpaid' description comes from the third-party guide.
- Outlier publishes no approval, project-matching or first-task timeline, and project-specific onboarding varies by project.
- Outlier's public pages state no payout minimum and no payout fees, and do not say which tax forms it issues (its Flexible Working Guidelines say your verified location helps decide that).
- Which projects are open in your country, state or language is not published in advance: Outlier says some customers limit projects to specific states, regions or countries, so being able to sign up is not the same as getting paid work.
- Outlier gives no public signal that tells 'no project for you right now' apart from a rejection. The view that an empty queue is normal downtime comes from the third-party guide and worker communities, not from Outlier.
- Outlier's FAQ says an associate degree is the minimum, while its homepage says requirements vary by opportunity, typically at least undergraduate-level expertise, and encourages you to apply even if you are unsure you meet every requirement. The per-opportunity qualifications in Outlier's app change with each opening and were not read for this guide.
- Its public job board is narrower than the 117 places: on 8 November 2026 its 9 postings were each open in 1 to 33 countries, its two General Inbound postings only in Argentina, Australia, Canada, United Kingdom, Mexico, New Zealand, Puerto Rico and United States, and its video production posting asks for a camera or recent smartphone recording 1080p at 30 frames per second, a tripod or stable mount for each camera, and two or more cameras or phones for multi-angle shoots.
Sources (6)
- Outlier official FAQ (degree, work authorization, what you need to apply, onboarding, payment schedule and methods)
- Outlier homepage (qualifications FAQ: English communication, no AI experience needed)
- Outlier Flexible Working Guidelines (effective 15 Jul 2026: where you may work from, identity and location checks, VPNs)
- Outlier Terms of Use (effective 11 May 2026: contractor status, currency, taxes, equipment)
- Outlier Community Guidelines (effective 11 May 2026: do tasks yourself, one account, no misrepresentation or VPNs)
- Laptop and Coffee: Outlier AI Assessment (third-party guide, published 15 Jul 2026, updated 11 Aug 2026)
From the forum
Ask the people doing Outlier (Scale AI) work what only they can tell you.
Frequently asked questions
Is Outlier (Scale AI) legit?
Yes. Outlier is Scale AI's real contributor platform and pays weekly through PayPal, Airtm or ACH, but accounts and projects can be cut without notice and some workers report recent work going unpaid. Your account or project can be deactivated without a stated reason, sometimes with recent hours unpaid and appeals answered by template, and its terms let it withhold pay during an investigation.
Is Outlier (Scale AI) a scam?
No. Outlier (Scale AI) is a real company. No Outlier-specific impersonation cases turned up. Outlier is operated by Scale AI, you sign in and see opportunities at app.outlier.ai, it pays only by PayPal, Airtm or ACH, and sign-up questions go to onboarding@outlier.ai. The FTC warns that unexpected job texts on WhatsApp or Telegram, or any request to pay to get a job, are scams.
Does Outlier (Scale AI) pay?
Yes. Legitimate and well-funded; weekly payments praised when accounts are in good standing. Reviews are heavily bimodal (queue and account issues), and 2026 brought contractor cuts and reduced generalist volume after Scale's Meta deal, so task availability is less dependable than it was. Payouts: Weekly (Tuesdays) via PayPal, Airtm or ACH bank transfer. Outlier pays for completed work, either hourly or per task, and shows payment details and the tasking rate before you start each project. Rates vary by expertise, project complexity and location. Payments are processed weekly on Tuesdays for work completed the previous Tuesday through Monday (midnight UTC), by PayPal, Airtm or ACH bank transfer. You work as an independent contractor, not an employee, with no minimum hours.
How much does Outlier (Scale AI) pay?
Up to $7–$50/hr; ML, EE and quant finance up to $150/hr. Outlier states a ceiling, not a rate: its pages say 'up to', and the tasking rate is shown before each project and varies with expertise, skills assessment, location and project need (its FAQ, read 8 Nov 2026). Ceilings read on 8 Nov 2026: its public job board lists 9 postings (board data $7 to $50/hr: up to $50 for video production experts filming multi-camera footage, posted 6 Nov 2026, $30 for its coding inbound posting, $25 to $31 for native French, German and Korean writers, and up to $15 or $7 in the text of its three evaluator postings); its landing pages state up to $150/hr for quant finance (outlier.ai/experts/qfinance), ML research (outlier.ai/experts/rsi), electrical engineering and statistics, $90 for personal finance, $50 for software developers and OpenClaw agent builders (outlier.ai/coding/fshc, outlier.ai/coding/oc-web2), $34 for Spanish-speaking software engineers, $31 for Japanese and Korean, $29 for German, $25 for French and $15 for Polish STEM writing. Task-paid pages state up to $320 a task for design and $1,350 a task for Terminal Bench experts. It pays weekly on Tuesdays through PayPal, AirTM or ACH, says contributors average a further 7.5% through Missions (top quartile 11%), and says onboarding and overtime work pays less.
Is Outlier (Scale AI) worth it?
Outlier (Scale AI) pays Up to $7–$50/hr; ML, EE and quant finance up to $150/hr (platform-stated). It rewards credentialed experts who clear its assessment far more than open generalist work. Worker sentiment: Trustpilot 3.9/5 (5,781 reviews).
How does Outlier (Scale AI) pay out?
Weekly (Tuesdays) via PayPal, Airtm or ACH bank transfer.
Where can you work for Outlier (Scale AI)?
Remote, from the places its working guidelines list (effective 15 Jul 2026, read 8 Nov 2026): the US, the UK, India, the Philippines, Brazil and Egypt among them, but not Nigeria, Kenya, Pakistan or Ukraine. English projects dominate, with multilingual projects.
How do I actually get accepted on Outlier?
Create an account from outlier.ai, add a current resume, your LinkedIn profile and your areas of expertise, finish the skill screenings and identity verification, then review a project's guidelines and complete its assessment tasks. Acceptance is per project: after general onboarding comes project-specific onboarding, which varies by project.
What is the Outlier assessment and how do I pass it?
Outlier does not publish the content or scoring of its assessments. A third-party guide (Laptop and Coffee, Jul 2026) reports an unpaid work sample of about 30 to 90 minutes in which you compare AI responses and explain which is better against a rubric, graded pass or fail with no feedback. It advises following the rubric exactly, writing specific justifications, taking your time and doing it without AI tools.
Why did Outlier reject me or leave my queue empty?
Outlier does not publish rejection reasons or a matching timeline. A third-party guide (Laptop and Coffee, Jul 2026) says projects are batch-based, so queues empty when a project fills or pauses; it treats an empty queue with no warning, removal notice, failed verification or failed assessment as normal downtime rather than a rejection, and notes that Outlier runs separate assessments per project, so you can try others.
How long until I get my first paid task?
Outlier says general onboarding typically takes 30 to 90 minutes, then project-specific onboarding varies by project; it publishes no approval or matching timeline. Once you work, each week's work (Tuesday through Monday, midnight UTC) is processed for payment on the following Tuesday.
Do I need a degree to work on Outlier?
Yes. Outlier's FAQ says you need at least an associate degree, and some projects require a bachelor's, master's or PhD depending on complexity and specialization. You must also be legally able to work in your country of residence; Outlier does not sponsor visas.
Which countries can I work on Outlier from?
Outlier's Flexible Working Guidelines (effective 15 Jul 2026, read 8 Nov 2026) list 117 places you may work from, including the US, the UK, Canada and India; Nigeria, Kenya, Pakistan, Ghana and Ukraine are not on the list. Using a VPN to mask your presence in a restricted country is not permitted, and some customers limit projects further by state, region or country.
Does Outlier withhold tax, and what currency does it pay in?
Its Terms of Use (effective 11 May 2026) say it deducts no income tax or social contributions except as required by law, and as an independent contractor you file and pay your own taxes. You need a payment method Outlier approves to receive US dollars or the specified currency, and Outlier is not responsible for exchange-rate changes. It may delay or suspend payment while it investigates compliance with its Terms.
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