Outlier vs Toloka
Honest head-to-head: pay rates, payout speed, modalities, and what real contributors say. Plus a third option worth knowing about before you commit to either.
What is Outlier
What is Outlier?
Outlier is Scale AI's contributor-facing platform for paid AI training tasks. Domain experts work on text, code, and reasoning evaluations from a desktop browser. US-leaning, English-fluent contributors are heavily favored.
What is Toloka
What is Toloka?
Toloka started as Yandex's crowdsourcing platform, was spun out into Nebius in 2024, and raised $72M from Bezos Expeditions in 2025. The platform is multilingual (15 UI languages), is growing fastest in India, Nigeria, and Mexico, and has a separate premium tier called Mindrift for domain experts.
| Criterion | Outlier | Toloka |
|---|---|---|
| Median pay | $18–$50/hr | $5–$15/hr |
| Payout speed | 7 days | 5 days |
| Payment methods | PayPal or Wise | PayPal, Payoneer, bank transfer |
| Modalities | text, code, expertise | text, audio, photo, expertise |
| Audience | US-leaning | Global |
| Trustpilot | 3.9 / 5 | 3.5 / 5 |
Sources: Outlier and Toloka's public sites, Trustpilot, public Reddit threads. Numbers refresh quarterly.
Third option
Before you pick Outlier or Toloka, read this
Crowtado is a third option that often fits contributors comparing Outlier and Toloka. It's phone-first, covers audio + video + photo modalities, pays $18–$40/hr, and payout requests start at $10.
Compare Crowtado directly to either platform:
Crowtado is in this list because we wrote the page, but it's also an honest fit for the specific overlap between Outlier and Toloka.
FAQ
Outlier vs Toloka — what to know first.
Outlier or Toloka — which pays more?
Outlier's top range ($18–$50/hr) is higher than Toloka's ($5–$15/hr) for premium tiers. Toloka can match for specific categories. Check the per-brief rate before starting either platform.
Which is more reliable, Outlier or Toloka?
Both have public reliability complaints. Outlier: account suspended without a written reason; support replies with a templated message.. Toloka: pay rates are too low for the time required.. Public Trustpilot ratings: Outlier 3.9, Toloka 3.5.
Is there a better option than Outlier or Toloka?
Crowtado is the third option worth comparing. It pays $18–$40/hr with payout requests starting at $10, supports 15 languages natively, and publishes its account-policy on the trust page. Whether it's better depends on your modality and geo — see the comparison table on this page for the side-by-side.
Can I work on Outlier and Toloka at the same time?
Both Outlier and Toloka allow contributors to work on other platforms — that's standard in the data labeling category. Tax reporting becomes the main complication; track payouts from each platform separately and consult a tax pro for thresholds in your country.
Compare all three
Two minutes to enlist with Crowtado. Up to $40/hr. Payout requests from $10.