Datapoint vs Toloka · AI data & RLHF
Why teams choose Datapoint over Toloka
Toloka offers a large global crowd for microtasks and multilingual data. Datapoint offers verified real consumers for preference, rating, and ranking tasks, summarized into a clear result rather than raw labels.
Three reasons teams pick Datapoint over Toloka
Answers in minutes, not days
Datapoint streams responses from real people the moment you launch — most studies come back in minutes, with a ~15-second median response. With Toloka, managed labeling usually runs in days to weeks.
Fresh real people, recruited for you
Datapoint recruits verified real users through a global ad network — fresh target consumers, not trained annotators rather than real consumers. You hear from the market you’re trying to win, not the same pool everyone else uses.
A ranked answer, not homework
Datapoint returns A/B preferences, ratings, and rankings across text, image, audio, and video — summarized into a clear winner. No labels you still have to model.
The full comparison
| Datapoint | Toloka | |
|---|---|---|
| Recruiting | Verified real users recruited through a global ad network | Managed annotation workforce |
| Turnaround | Most results back in minutes (~15s median response) | Days to weeks |
| Pricing | Pay per response, free credits to start, no seats or contracts | Per-task or contract |
| Media | Text, images, audio, and video | Text, image, audio, and video labeling |
| Task types | Surveys, A/B preference, ratings, rankings, and chains | Labeling, RLHF, and model evaluation |
| Audience | Fresh target consumers you don’t already have | Trained annotators and domain experts |
Toloka details reflect its general category approach and may vary by plan; Datapoint details reflect the standard product.
Frequently asked
Yes. Datapoint recruits verified real users through a global ad network and returns a ranked answer in minutes — fresh target consumers, media-rich tasks (A/B, ratings, rankings), and pay-per-response pricing with free credits to start. It’s the faster, lower-friction way to get the signal teams look to Toloka for.
Toloka offers a large global crowd for microtasks and multilingual data. Datapoint offers verified real consumers for preference, rating, and ranking tasks, summarized into a clear result rather than raw labels.
Most Datapoint studies come back in minutes, with a roughly 15-second median response time, because responses stream in from a live ad-recruited audience the moment you launch.
Toloka can be the right call when you need scalable multilingual microtasks and labeling. For fast, structured, ranked feedback from a large fresh audience, Datapoint is the better fit.
Get a better answer than Toloka can — in minutes.
Ask real people anything and get a ranked answer in minutes. New accounts get free credits — no contract, no seats.