Outlier
Scale AI's contributor platform: coding, STEM, language and generalist AI-training tasks.
Last reviewed 2026-10-14
Coding pay
Up to $50/hr on the live coding page; ML research up to $150/hr
Who can join
Eligible countries only; government ID, local phone number; no visa sponsorship
How you get in
ID check, ~20-min skills check, then a per-project assessment
Payouts
Weekly on Tuesdays via PayPal, Airtm or ACH
Watch out
Empty task queues and unexplained deactivations; misclassification settlement pending
What it is
- Official
Outlier is a platform operated by Scale AI that pays experts to give human feedback for training large language models. The site footer credits copyright to Smart Ecosystems and says "powered by Scale AI".
outlier.ai· checked 2026-10-14 - News
Smart Ecosystem, Inc. is named alongside Scale AI, Inc. as a defendant in worker litigation, and court filings describe it as doing business as Outlier.
- Official
Company-stated size: more than 900K experts, experts in 50 countries, and "$500M+" paid to experts. These are marketing figures and are not independently verified.
outlier.ai· checked 2026-10-14 - Official
Work types named on the homepage: writing challenging prompts, creating grading rubrics, and rating and ranking model answers.
outlier.ai· checked 2026-10-14
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- News
Meta investment (June 2025): Meta invested about $14.3B for a 49% stake in Scale AI with no voting power, per a Scale spokesperson. Founder and CEO Alexandr Wang left to lead an AI effort at Meta, with a small number of staff.
nbcsandiego.com· checked 2026-10-14 Some early reports gave $14.8B. Later reporting uses $14.3B.
thedailystar.net· checked 2026-10-14- News
Client fallout: OpenAI said it was winding down its work with Scale and that the decision "wasn't influenced by the Meta partnership". Reuters reported that Google was cutting ties; Google declined to comment.
nbcsandiego.com· checked 2026-10-14 - News
Jason Droege, previously chief strategy officer, became interim CEO and told staff the deal was "not a pivot or a winding down".
nbcbayarea.com· checked 2026-10-14
Coding work
- Official
Pay is set per page, country and tier, not one rate card. Outlier pages say rates "vary based on expertise and project requirements", and lower rates apply to non-core work such as onboarding or overtime phases.
outlier.ai· checked 2026-10-14 - Official
IaC / DevOps coding page (live): "Up to $50 USD/hr" plus incentives. Requires senior-level DevOps, cloud or infrastructure experience (AWS CDK, Terraform or CloudFormation prioritized; TypeScript, Python, JavaScript or Java). Open to "United States, Canada, United Kingdom, Australia and [25 more]". Tasks take about 3.3 hours each.
outlier.ai· checked 2026-10-14 - Official
Code-quality page, India (live): "Earn up to $27.50 USD/hr, paid out weekly". Requires a CS, data or STEM bachelor's from a "top 200 global academic institution", proficiency in at least two of JavaScript, Python, Go, Java, TypeScript, Rust or C++, and Git and code-review experience.
outlier.ai· checked 2026-10-14 - Official
ML research expert page (live): "Up to $150 USD/hr" plus incentives, "Remote, Global". Requires a technical bachelor's or equivalent and 2+ years of hands-on ML or AI experience.
outlier.ai· checked 2026-10-14
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US: "USD $25 to $50 per hour" for core project work; examples of desirable expertise include a CS bachelor's (enrolled or completed) at a "selective institution" and Java, Python, JavaScript/TypeScript, C++, Swift or Verilog. Removed Jul 21, 2025.
builtinla.com· checked 2026-10-14Canada, Tier 2: average "CAD $43 per hour". Removed Jul 21, 2025.
builtinottawa.com· checked 2026-10-14- Official
Treat these as historical. No live generic US coding page with a band was found.
outlier.ai· checked 2026-10-14 - Official
Missions bonus: "On avg., contributors earn +7.5% through Missions", described as Outlier's version of surge pricing; top contributors average +11%.
- Official
Contract type: independent contractor (1099 in the US). The listings say Outlier offers no employment, internships or visa sponsorship.
- Official
Hours: no minimum. "Most experts spend 5-10 hrs/week, up to 40 hours."
Personal finance (US only, CPA/EA/CFP/CFA/CMA preferred): "$130 USD/hr".
outlier.ai· checked 2026-10-14Languages, Russian (US, Canada, UK): "Avg. $30.00 USD/hr".
outlier.ai· checked 2026-10-14Creators (portfolio submissions, global): "$50 to $1,500 USD upon approval", per submission, not hourly.
outlier.ai· checked 2026-10-14The homepage also names STEM, generalist and language work (Danish, Dutch, German and others).
outlier.ai· checked 2026-10-14
Eligibility
- Official
Countries: Outlier publishes no full country list. Access and registration are limited to certain places, and clients may add project-level location limits.
outlier.ai· checked 2026-10-14 - Official
Primary Location: your verified location becomes your Primary Location and sets which tax forms you receive. Moving countries or US states requires an update and possibly a new ID. Using a VPN to mask presence in a restricted country is prohibited. (Guidelines effective Jul 15, 2026.)
outlier.ai· checked 2026-10-14 - Official
Documents: a valid ID and a mobile phone from your country of residence, a current resume, and a LinkedIn profile.
outlier.ai· checked 2026-10-14 - Official
Education: typically undergraduate-level expertise at minimum; graduate students and degree holders preferred. English communication required.
outlier.ai· checked 2026-10-14 - Official
Visas: work eligibility depends on your visa, and Outlier does not sponsor visas.
outlier.ai· checked 2026-10-14
How to get in (format only)
- Official
Steps: (1) create your profile; (2) import and review skills; (3) verify your identity; (4) verify skills and start earning. Onboarding typically takes 30 to 90 minutes.
outlier.ai· checked 2026-10-14 - Official
Skill screenings: onboarding includes skill screenings used to match you to projects. Each project then requires reviewing its guidelines and completing assessment tasks.
outlier.ai· checked 2026-10-14 - Official
Self-initiated skill screenings unlock new projects in the Marketplace (announced Apr 3, 2025).
scale.com· checked 2026-10-14 Timing [official partner page]: the skills verification step takes about 20 minutes and must be finished in one sitting; other onboarding steps can be saved. This is from Terminal, an Outlier referral partner.
terminal.io· checked 2026-10-14
Pay and payments
- Official
Schedule: weekly. "Payments are processed weekly on Tuesdays for work completed the previous Tuesday through Monday (midnight UTC)."
outlier.ai· checked 2026-10-14 - Official
Methods: PayPal, Airtm and ACH bank transfer per the FAQ. Several expert pages list only "PayPal and AirTM".
- Worker reports
Arrival: a tracker site says funds typically arrive by Friday.
breakingeven.online· checked 2026-10-14 - Worker reports
Payout problems: reports of PayPal holding or limiting a first payout, and Airtm ID-verification issues, including one worker with $1,023 reported stuck after a ban.
- News
Effective pay disputes: after the July 2025 cuts, Business Insider reported some Outlier workers saw effective pay fall to about $20/hr from $50. Scale said rates are project-specific and visible before acceptance.
aol.com· checked 2026-10-14
Work availability
- Official
Official position: no minimum hours, and you are not required to accept every project invitation. Outlier makes no availability guarantee on the pages checked.
outlier.ai· checked 2026-10-14 - Worker reports
"EQ" (empty queue): community slang for having no tasks available. It is the most common complaint in reviews and trackers, described as ongoing since about December 2025.
- News
Shift to specialists: Scale said in October 2025 that the industry is shifting "toward higher skill, expert data work" when it wound down a Dallas generalist contractor team, whose members were invited to join Outlier.
aol.com· checked 2026-10-14
Risks and controversies
- News
Scale AI layoffs (Jul 2025): about 200 full-time staff (roughly 14%) cut and 500 external contractors ended. Droege said the generative-AI unit grew too quickly.
outlookbusiness.com· checked 2026-10-14 - News
Further contractor cuts (Sep to Oct 2025): a Dallas generalist team was shut down and 12 Red Team members were terminated; Scale cited performance, which two former members disputed.
aol.com· checked 2026-10-14 Misclassification settlement [press/settlement site]: *McKinney et al. v. Scale AI, Inc. et al.*, San Francisco Superior Court, No. CGC-24-620481. Defendants include Scale AI, Smart Ecosystem, HireArt and named individuals including Alexandr Wang. Opt-out deadline Sept 3, 2026; final approval hearing Oct 30, 2026. Doing nothing makes you a participating class member.
mckinneyscaleaisettlement.com· checked 2026-10-14Reported total: $12.5M; class period Dec 10, 2020 to Feb 28, 2026, for California contractors. The official settlement site checked did not state the total.
claimdepot.com· checked 2026-10-14
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- News
Minimum-wage suit (Jan 2025): a former Outlier worker alleged pay effectively worked out below California minimum wage and misclassification as a contractor.
techcrunch.com· checked 2026-10-14 - News
Psychological-harm class action (filed Jan 17, 2025, N.D. Cal.): six Outlier contributors alleged they wrote disturbing prompts without adequate psychological support. Scale said it would defend itself "vigorously" and cited opt-outs, advance notice of sensitive content and wellness programs. Current status not found.
- News
Department of Labor probe: a Fair Labor Standards Act investigation reported in March 2025 was dropped, per TechCrunch on May 9, 2025. The reason is unclear.
techcrunch.com· checked 2026-10-14 - Worker reports
Account deactivations: the most frequent recent Trustpilot complaint (Oct 2026) is bans or deactivations with no specific reason, plus ineffective appeals.
trustpilot.com· checked 2026-10-14 - News
Client concentration: Meta's stake led OpenAI and reportedly Google to reduce work with Scale, which affects project supply (see section 1).
outlookbusiness.com· checked 2026-10-14
Referral program
- Official
Exists: referrals are made from your dashboard once you have an account, and should be for people you can personally vouch for.
outlier.ai· checked 2026-10-14 - Official
Terms: no public bonus amount, cap or qualifying-hours rule was found on Outlier pages.
outlier.ai· checked 2026-10-14
Worker sentiment (reports, not verified)
Ratings: Trustpilot shows 4.1/5 from 5,504 reviews (2,618 in the last 12 months): 62% 5-star, 19% 1-star. The homepage also cites "4.1/5 on Trustpilot".
Positive (common): flexible schedule, regular and reliable weekly payments, and an easy-to-use site.
trustpilot.com· checked 2026-10-14Negative, top theme: sudden account deactivation with no specific reason and canned support responses.
trustpilot.com· checked 2026-10-14Negative: empty queues and unpredictable work. A Reddit-sentiment tracker scored Outlier 35 and "trending down" (page updated May 6, 2026), with account-removal posts at 14% of discussion.
breakingeven.online· checked 2026-10-14
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Negative: removal from projects without pay for completed hours, reported by individual reviewers in Oct 2026.
trustpilot.com· checked 2026-10-14- Official
Company response: in April 2025 Scale said it quadrupled the support team, added an AI support chatbot with human escalation, and expanded a top-contributor program.
scale.com· checked 2026-10-14
Quick answers
- How much does Outlier pay for coding work?
- Up to $50/hr on the live coding page; ML research up to $150/hr
- Who can join Outlier?
- Eligible countries only; government ID, local phone number; no visa sponsorship
- How do you get into Outlier?
- ID check, ~20-min skills check, then a per-project assessment
- How and when does Outlier pay out?
- Weekly on Tuesdays via PayPal, Airtm or ACH
- What should you watch out for at Outlier?
- Empty task queues and unexplained deactivations; misclassification settlement pending