Ethos and Outlier find work for you in opposite ways. Outlier, Scale AI's freelance platform, gives you a queue of projects after 30 to 90 minutes of onboarding, shows each rate before you start, and pays every Tuesday, with listed rates of $8 to $50 an hour on its open roles. Ethos skips the queue: one AI voice interview builds your profile, matches arrive inbound, listings we track have an $80 median, and payment terms are set per project. Outlier suits people who want to pick up tasks this week. Ethos suits senior professionals.
Quick verdict
Ethos pays more on live listings: Ethos $80/hr median (middle half $70 to $100, 260 distinct listed rates across 260 open listings) vs Outlier AI $20/hr median (middle half $13 to $28, 11 distinct listed rates across 11 open listings). Updated October 4, 2026. How we count.
Typical Pay (Median)
Ethos
$80/hr listed median · 310% higher
Faster Onboarding
Similar
Ethos: Fast (AI voice interview, then inbound matching) Outlier AI: Fast (30 to 90 minutes, per Outlier)
Global Access
Limited to Specific Regions
Ethos: Global (some specialist roles require US/UK licensing) Outlier AI: About 50 countries (list not published)
Trustpilot Score
Outlier AI
Ethos: 4/5 Outlier AI: 4.2/5
The Case for Ethos
Ethos builds your profile from one AI voice interview, then matches you inbound across AI training, advisory calls, market research and fractional roles. Listings we track pay $35 to $225 an hour with an $80 median. Each project confirms its rate and payment terms in writing before you start, invoices are due within three days of a project closing, and Ethos can ask for a third-party identity check before paying you.
The Case for Outlier AI
Outlier is Scale AI's freelance platform. Onboarding takes 30 to 90 minutes, with an ID and mobile number from your country of residence, and Outlier says it works in about 50 countries without publishing the list. You see each project's rate before you start; open listings run $8 to $50 an hour. Pay goes out every Tuesday by PayPal, Airtm or ACH, and the queue can sit empty between projects.
| Metric | Ethos | Outlier AI |
|---|---|---|
| Typical Pay (Median) | –
Generalist median: $0/hr
Specialist median: $80/hr
| – |
| Payment Schedule | Set per project (weekly, monthly or at completion), after you invoice | Weekly, every Tuesday (PayPal, Airtm or ACH) |
| Geo Accessibility | Global (some specialist roles require US/UK licensing) | About 50 countries (list not published) |
| Onboarding Speed | Fast (AI voice interview, then inbound matching) | Fast (30 to 90 minutes, per Outlier) |
| Top User Complaint | "Some reviewers describe the mandatory AI voice interview as pushy" | "silent removal from projects without notice" |
| Trustpilot Rating | 4/5 | 4.2/5 |
Ethos
Ethos is a London expert network that onboards you with an AI voice interview instead of a form, then routes inbound matches across AI training work, paid expert calls, market research and fractional or full-time roles. Listings we track pay $35 to $225 an hour with an $80 median, mostly in business and professional-services fields. Each project confirms its rate and payment terms in writing before you start, and you invoice when it closes.
- ✓ Listings we track pay $35 to $225 an hour, median $80
- ✓ One voice interview builds your profile, then matches come to you
- ✓ Rate and payment terms confirmed in writing before each project
💬 User Feedback
"Do not go ahead with the AI interviews for this company. They are unethically training there AI model with everything you say in your interview... I applied recently & have heard nothing back since. A similar pattern for a lot of others. They are also now leaving fake positive reviews to mask this. Be warned."
– Declan • May 16
"There are no jobs. There is a reason they are so pushy asking you to do their AI interview-- they are harvesting your expertise. They are using long AI interviews to train their AI models for free using experts who think they are interviewing for paid work. Several of my friends and colleagues who are also experts in the field did the interviews and none of us got any paid work. I did a search and many are mentioning the same fraudulent scam on Reddit"
– Del Blanc • May 26
Current Openings
3 latest listings from Ethos
Pitch Deck Specialist Expert
Enterprise Account Executive (B2B) Expert
People Ops / Recruiting Generalist Expert
Outlier AI
Outlier is Scale AI's freelance platform. Contractors write prompts, build grading rubrics and rate model answers across coding, STEM and languages, and pay goes out every Tuesday by PayPal, Airtm or ACH. Rates are set per project and shown before you start. Work comes project by project, so your queue can sit empty between them, which is the most common complaint in reviews.
- ✓ Paid weekly, every Tuesday
- ✓ You see the task rate before you start a project
- ✓ Payout by PayPal, Airtm or ACH bank transfer
💬 User Feedback
"Projects are offered on an unstable basis—sometimes there are many available, and sometimes nothing to work on. Still, the experience is great and the Playground feature is magnificent for practicing and improving skills."
– Luis Á. • Jan 17
"Outlier is a good platform with several project options. The variety of tasks keeps things interesting and the pay is fair for the work involved."
– Olakunle A. • Jan 15
Current Openings
3 latest listings from Outlier
Voice Conversation Quality Evaluator - Thai
Voice Conversation Quality Evaluator - Indonesian
Voice Conversation Quality Evaluator - Chinese (zh-CN)
Ethos vs Outlier AI: common questions
- Which pays more, Ethos or Outlier AI?
- Ethos pays more on live listings: Ethos $80/hr median (middle half $70 to $100, 260 distinct listed rates across 260 open listings) vs Outlier AI $20/hr median (middle half $13 to $28, 11 distinct listed rates across 11 open listings). Updated October 4, 2026.
- Which is easier to start, Ethos or Outlier AI?
- Onboarding time is similar. Ethos: Fast (AI voice interview, then inbound matching). Outlier AI: Fast (30 to 90 minutes, per Outlier). Ethos has no interview-rate data yet; Outlier AI has no interview-rate data yet.
- Can I work on both Ethos and Outlier AI?
- Yes. Both are independent-contractor platforms with separate accounts and separate payouts (Ethos: Set per project (weekly, monthly or at completion), after you invoice; Outlier AI: Weekly, every Tuesday (PayPal, Airtm or ACH)). Exclusivity, where it exists, is set per project in the agreement you sign, so check each project's terms before overlapping hours.
Both platforms are legitimate and widely used. The best choice depends on your background, goals, and location.