Outlier AI (Scale AI): Contributor Platform Profile, Pay and Reputation

Outlier AI is a contributor platform operated by Scale AI through its affiliate Smart Ecosystem, Inc., on which people are paid to write prompts, rate and rank AI responses and complete expert tasks used to train AI models. Outlier states that it pays hourly or per task, weekly on Tuesdays, but it publishes no rate per role. Its Terms of Use, effective 2026-05-11, assign all Work Product to Scale AI and send disputes to individual arbitration. The record holds one court-approved contributor settlement, McKinney v. Scale AI (gross USD 12,500,000, final approval filed 2026-10-30), plus five GDPR complaints that noyb states it filed on 2026-10-27.

Every Outlier and Scale AI figure on this page is the company's own claim, checked on 2026-11-09, never a confirmed earning. DataPacts is an independent reference on AI training data licensing and the human work behind it: it places no workers, takes no fee from any platform, has joined no referral program and covers Outlier whether or not it pays referrals.

Each claim below carries its source and check date, and how DataPacts sources and dates every figure is set out in the methodology.

Who Runs Outlier AI: Smart Ecosystem, Scale AI and the Meta Stake

Outlier's Terms of Use make the contributor's agreement with Scale AI, Inc., a Delaware corporation, and its affiliates, including Smart Ecosystem Inc., doing business as Outlier AI, and its about page says Outlier is operated by Scale AI. The table lists each identity point and its source, as of 2026-11-09.

Scale AI announced on 2025-06-12 that Meta would hold a minority of Scale's outstanding equity, in an investment that valued Scale at over USD 29 billion. Scale's announcement states neither the stake percentage nor the investment amount, so this page gives neither. The investment concerns Scale AI as a company; Outlier's Terms of Use name Scale AI, Inc. and Smart Ecosystem, not Meta, as the contributor's counterparties.

Two court captions add a third name, "Outlier AI, Inc.", which is written here exactly as the captions give it. How that entity relates to Smart Ecosystem, Inc. is not public in the sources checked, and no state file number was found for either contracting party.

What Contributors Do on Outlier AI: Prompt Writing, Rating and Expert Tasks

Outlier lists four kinds of work: prompt writing, evaluating and ranking AI responses, voice and image rating under its Aether program, and tasks for domain experts. Ranking several AI answers to one prompt produces RLHF data, the human preference judgments that labs use to tune models. Outlier states that it has "900K+" experts on both its home and about pages, checked 2026-11-09; the two pages agree on this figure while they disagree on others.

• Prompt writing: questions and instructions written to test or train a model.
• Response evaluation and ranking: scoring and ordering model answers.
• Voice and image rating (Aether): judging audio and image outputs.
• Domain expert tasks: work that needs specialist knowledge in a field.

The work becomes training and evaluation data for AI developers, but Outlier's pages checked do not name the labs that receive the work. A contributor therefore knows the contracting party, Scale AI and Smart Ecosystem, but not the end client of a given project. Under section 4(b) of the Terms of Use, everything the contributor produces is assigned to Scale AI and its affiliates, which is why the identity of the contracting party matters more than the brand on the task screen.

Outlier AI Onboarding, ID Checks and Allowed Working Locations

Outlier states that onboarding takes 30 to 90 minutes and includes skill screenings, and that its Aether program needs 15 to 60 minutes plus an Outlier Interview of about 20 minutes. Outlier's pages checked do not say whether this time is paid, and they publish no share of applicants who pass. Screening formats across platforms are compared under AI trainer assessments.

• Standard onboarding: 30 to 90 minutes with skill screenings.
• Aether onboarding: 15 to 60 minutes for voice and image rating.
• Outlier Interview: about 20 minutes, part of Aether onboarding.

Before any task, Outlier requires a valid ID and a mobile phone from the contributor's country of residence, runs ID and location verification and prohibits VPN use. Its Flexible Working Guidelines, effective 2026-07-15, list 117 allowed working locations, including territories. Kenya, Nigeria and Pakistan are not listed in those guidelines.

Verification means that a contributor hands Outlier identity documents, a phone number and location data before earning anything. The pages checked do not state how long Aether data is retained, or which provider runs the identity check; the provider named in the complaints is Persona, according to noyb. How ID checks and monitoring tools are handled across platforms is covered under contributor privacy on human data platforms, and the complaints about Outlier's checks are set out in the records section below.

How Outlier AI Pays: Hourly or Per Task, Weekly on Tuesdays

Outlier states that it pays "either hourly or per task", that "Rates vary by expertise, project complexity, and location", and that payments go out weekly via PayPal, Airtm or ACH bank transfer, processed on Tuesdays, checked 2026-11-09. The table lists every pay and contributor term Outlier states, each as its claim, as of 2026-11-09.

What Outlier leaves out matters as much as what it states. Its pages give no rate per role or project, no minimum per hour or per task, no statement on whether onboarding time is paid and no referral bonus amount. "Quality-based rewards" is not defined on the pages checked, and the three variables Outlier names, expertise, complexity and location, mean that two contributors on the same platform can be paid differently for similar work. Because the terms withhold no tax, any amount Outlier pays is a gross figure.

Rates that other platforms publish, each as their own dated claim, are set side by side under pay for AI training work. Outlier appears there with its structure but without a figure, because none is on record. Hourly figures in video titles and review posts are not Outlier's statements and are not used here.

Where Outlier AI's Own Figures Disagree

Outlier's home page says "$500M+ Paid to experts" while its about page says "$600M+ Paid Out", both checked 2026-11-09. The table sets each pair of statements from Outlier's own pages side by side, as of 2026-11-09.

DataPacts shows every value and chooses none. Outlier does not say which paid-out total is current, so neither is averaged or preferred. The country counts and the location list measure different things: the guidelines list includes territories, while the 50 and 52 are country counts stated on marketing pages. The two Terms dates matter for anyone checking which version applied when they signed up; this page reads the clauses as they stood under the May 11, 2026 effective date.

Outlier AI Terms of Use: Work Product, Confidentiality, Arbitration and Tax

Outlier's Terms of Use, effective May 11, 2026, engage contributors as independent contractors, assign their Work Product to Scale AI and its affiliates, and send disputes to individual arbitration. The document was read on 2026-11-09, and its FAQ confirms the contractor status. Whether that status holds under California's ABC test (Cal. Lab. Code § 2775 et seq., in force since 2020-01-01) is the question in misclassification suits, and the tests behind it are explained under how AI training contributors are classified.

The table summarizes the four clauses that most affect a contributor, from the Terms effective 2026-05-11, read 2026-11-09.

In plain terms, section 4(b) transfers everything a contributor writes or rates, worldwide and irrevocably, so the work cannot be reused, withdrawn or licensed by the contributor later. Section 5 keeps project information confidential beyond the end of the engagement, which limits what a contributor can say about the tasks or the clients behind them.

Section 10 shapes how any pay or classification complaint can proceed. A contributor who does not opt out within 30 days agrees to individual arbitration before the American Arbitration Association and waives class actions, so pay or classification claims would go forward one contributor at a time. In the EU, Directive (EU) 2024/2831 on platform work has been in force since 2024-12-01 and must be transposed by member states by 2026-12-02 (Art. 29); it does not apply directly to contributors before transposition. This section describes the terms; it is not legal advice.

Outlier AI Reputation on the Record: Court Cases and GDPR Complaints

The public record on Outlier holds three US lawsuits against Scale AI and its affiliates and five GDPR complaints in Europe, and only one of these, McKinney v. Scale AI, has ended in a court-approved settlement amount. Those three suits are the ones in the court records DataPacts tracks; the full narratives sit with other lawsuits against human data platforms. The table orders the records by date, with status as of 2026-11-09.

McKinney v. Scale AI: Settlement With Final Approval

McKinney v. Scale AI, Inc. et al. (Superior Court of California, County of San Francisco, Case No. CGC-24-620481) is a class settlement of claims that Scale AI, Smart Ecosystem and the staffing company HireArt misclassified contributors as independent contractors. The complaint alleged misclassification, unpaid wages, unreimbursed business expenses and penalties under California's Private Attorneys General Act (PAGA); these remain allegations, because a settlement is not a finding. Individual defendants are also named in the caption.

The gross settlement is USD 12,500,000 for contributors residing in California between 2020-12-10 and 2026-02-28, according to the class notice. The court's order granting final approval was filed on 2026-10-30, and contributor payments are allocated 100 % to non-wages reported on Form 1099. Simpluris, Inc. administers the settlement, and a status conference on distribution is set for 2027-09-13. Deductions and awards are covered on the page on the McKinney v. Scale AI settlement.

Schuster and Ramey: A Voluntary Dismissal and a Noticed Settlement

Schuster v. Scale AI, Inc. et al. (N.D. Cal. No. 3:25-cv-00620-JSC, complaint filed 2025-01-17, Dkt. 1), a psychological-harm class action against Scale AI, Smart Ecosystem and Outlier AI, Inc., ended with a notice of voluntary dismissal dated 2026-08-10. The dismissal is with prejudice as to the named plaintiffs and without prejudice as to the putative class, and the case was terminated on 2026-08-20. The defendants had moved to compel arbitration on 2025-04-02. The claims were never decided, and the case was not settled.

Ramey v. Scale AI, Inc. et al. (N.D. Cal. No. 3:24-cv-06999) names Scale AI, Inc., Outlier AI, Inc. and HireArt, Inc. as defendants. A joint notice of settlement was filed on 2025-02-11 (Dkt. 32), and HireArt filed a stipulation for dismissal on 2025-05-12 (Dkt. 36). The docket feed shows no dismissal order, and the settlement terms are not public as of 2026-11-09.

noyb's Five GDPR Complaints Over Outlier Contributor Data

noyb states that on 2026-10-27 it filed five GDPR complaints against Scale AI over Outlier, together with Intérêt à Agir, DIPLab and Reversing.Works, before data protection authorities in France, Italy, the Netherlands and Austria. The complaints allege trackers from TikTok, LinkedIn, Facebook, Sprig and Datadog without a legal basis, a breach of data minimization, biometric processing through Persona and unanswered access requests. The complainants ask for a full investigation and a fine.

noyb states that Outlier has more than 900,000 workers, a figure that is noyb's claim. Every point in the complaints is an allegation that no authority has ruled on, and the complaints concern data about contributors, not data that companies license for AI training. They are logged, dated and sourced with other data buyer incidents, next to the court cases above.

What the Outlier Record Does Not Show

No court has found that Outlier withheld pay, and no data protection authority has published a decision on the noyb complaints, in the sources DataPacts checked as of 2026-11-09. McKinney ended in a settlement, which is not a court finding of misclassification. No data-security incident involving Outlier contributor data was found in the sources checked. The Ramey settlement terms are not public, so no amount from that case is known, and Schuster ended without any decision on its claims. Press reports and forum posts about non-payment are not court or regulator records and are not stated here.

Is Outlier AI Legit? What the Documents Show and What Stays Open

Outlier is an identifiable business: its Terms of Use name Scale AI, Inc. and Smart Ecosystem Inc. as the contracting parties, and both appear as defendants in a California settlement that a court approved. Outlier publishes its Terms of Use, states a weekly Tuesday payment schedule and three payment methods (checked 2026-11-09), and the McKinney settlement reports contributor payments on Form 1099, which ties the work to a named payer.

Other points stay open. Outlier publishes no rate per role, gives two different paid-out totals, carries two dates on one Terms of Use page and shows country counts that differ from its own location list. The noyb complaints are filed before authorities in four countries with no decision found, and the Ramey settlement terms are not public. Review sites and forum threads rank for the question, but they hold unchecked, self-selected reports, so DataPacts gives no rating, score or verdict, only the documents and their dates.

Before signing up, three checks follow from the record: which entity the contract names, whether to use the 30-day arbitration opt-out in section 10, and which ID, phone and location data verification collects. Warning signs that apply to any platform, including offers that imitate a real one, are covered under whether AI training work is legit.

Benefits, Risks, Downsides and Alternatives to Working on Outlier AI

Outlier offers remote, stated-schedule pay for AI training tasks, but its terms transfer all rights in the work, route disputes to individual arbitration and publish no rates. The four lists below set out each side, from Outlier's own pages and the record as of 2026-11-09.

Benefits (as Outlier states them, checked 2026-11-09)

• Remote work from 117 listed locations.
• Hourly or per-task pay, processed weekly on Tuesdays.
• Three payment methods: PayPal, Airtm or ACH bank transfer.
• Stated onboarding of 30 to 90 minutes.

Risks

• Irrevocable, worldwide assignment of all Work Product (s.4(b)).
• Individual arbitration with a class waiver unless opted out within 30 days (s.10).
• ID, phone and location verification, and the tracking alleged in the noyb complaints.
• Contractor status with no tax withholding (s.3).

Downsides

• No published rate per role or project.
• Paid-out totals that contradict each other.
• A country count that differs from the location list on Outlier's own pages.

Alternatives

• Other contributor platforms, among them Alignerr, DataAnnotation, the Handshake AI Fellowship and Mercor (profiled in the section below).
• Participant panels for research studies, such as Prolific.
• Not contributing to AI training work at all.

For a company that holds data, Outlier is a contributor marketplace, not a licensee: it recruits individuals and has no program for licensing company records. Scale AI runs a separate company data program, described in the next section.

Outlier AI Next to Other Contributor Platforms and Scale AI's Company Data Program

Outlier is one of several contributor platforms that pay people for AI training work, and each names a different legal entity in its terms. The page on AI training jobs and platforms compared sets them side by side on entity, stated pay, screening and court record. The comparable profiles are DataAnnotation, run by Surge Labs, Inc.; Alignerr, operated by ALIGNERR LLC and powered by Labelbox; the fellowship of Handshake AI, run by Stryder Corp.; and Mercor, operated by Mercor.io Corporation, which also licenses company data.

Scale AI's company data program is a different offer from Outlier. Scale states, checked 2026-11-09, an illustrative value of USD 10K to USD 1M+ per data partnership, a referral bonus of up to USD 50,000 paid only if Scale signs a partnership agreement, and 40+ employees as a preferred starting point. Its terms for data holders are covered on the profile of Scale AI.

More About Outlier AI

Remotasks and Outlier AI

Remotasks is a name often searched together with Outlier, but the sources checked for this profile describe Outlier only. DataPacts holds no dated terms, operator record or court record for Remotasks, so none is stated here.

Outlier AI Jobs and AI Trainer Roles

Outlier's open roles are contract tasks for AI trainers and domain experts, offered after onboarding rather than as employment. The FAQ engages every contributor as an independent contractor, whether the task is prompt writing, rating or expert work. Outlier publishes no list of roles with dated rates in the sources checked, so no role title carries a figure on this page. Such contract work is how AI labs buy human data at scale.

Frequently Asked Questions About Outlier AI

Is Outlier AI owned by Scale AI?

Outlier is operated by Scale AI through its affiliate Smart Ecosystem Inc., which does business as Outlier AI, according to Outlier's about page and Terms of Use. Meta holds a minority of Scale's outstanding equity, as Scale announced on 2025-06-12. Scale AI's valuation is covered under funding and valuations of AI data companies.

Where is Outlier AI based?

Outlier is a US business: its Terms of Use name Scale AI, Inc., a Delaware corporation, as a contracting party. Outlier's pages checked on 2026-11-09 do not state a city, a street address or a founding year for the platform, and no state file number was found for Smart Ecosystem, Inc.

Does Outlier AI accept everyone who applies?

No: Outlier screens applicants with skill screenings and ID and location verification before any paid task. It requires a valid ID and a mobile phone from the country of residence, allows work only from the 117 locations in its guidelines and publishes no share of applicants accepted.

Does Outlier AI withhold tax from contributor pay?

No: section 3 of Outlier's Terms of Use states that no tax is withheld except as required by law. Contributors work as independent contractors, so pay arrives gross. Filing duties are explained under taxes for AI training contributors.

How does Outlier AI differ from DataAnnotation?

The operators differ: Outlier is run by Scale AI and Smart Ecosystem, DataAnnotation by Surge Labs, Inc. Outlier states weekly payment via PayPal, Airtm or ACH; DataAnnotation states PayPal deposits on request, both checked 2026-11-09.

Is Outlier AI connected to Handshake AI?

No record links them: Outlier is run by Scale AI and Smart Ecosystem, while the Handshake AI Fellowship is run by Stryder Corp. Each platform has its own terms, payment methods and court record, and neither names the other on the pages checked on 2026-11-09.