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Toloka

Expert data platform for RLHF, SFT, and model evaluation.

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About

Toloka AI is a data platform offering expert human data for supervised fine-tuning, RLHF, and model evaluation. Originally launched as Yandex Toloka in 2014 and relaunched as an independent platform in 2022, it provides a tiered expert network with domain experts, AI tutors trained on RLHF guidelines, and general annotators across 90+ domains and 40+ languages.

The platform supports preference data collection, side-by-side evaluation, synthetic data validation, and human-in-the-loop model evaluation with 50+ automated quality control methods. Notable customers include Amazon, Microsoft, and Anthropic, with Bezos Expeditions as a lead investor. Tiered pricing with no minimums lets teams buy only the expertise level each step needs.

What it can do

  • RLHF preference data collection
  • Expert network in 90+ domains
  • Model evaluation and benchmarking
  • Synthetic data validation
  • 50+ automated quality controls

Setup

Sign up on toloka.ai and create a data project with AI-assisted setup.

Prerequisites

Clear task definitions for annotation or evaluation; pay-as-you-go budget.

Use cases

rlhf-datamodel-evaluationdata-labeling

Works with

Trust score — 8/10

/10 trustVerified

Scored 8/10 (verified tier, metrics-v1). Evidence: Verified via vendor site/docs/GitHub and reputable coverage, wave 84; Trending score 80/100 from researcher assessment.

Sources

Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.