Data as of Aug 22, 2026 · Based on 3,217,391 AI responses across 10,683 prompts · See how Parse measures this
Tolokatoloka.aiToloka provides data solutions for AI agents and LLMs by integrating human expertise with technology to accelerate AI development, covering agentic skills, coding, and AI safety. Its offerings include environment generation (context-rich simulations for evaluating and training agents), specialized training datasets for agentic skills, and evaluation/red-teaming to assess performance and identify vulnerabilities. Toloka Arena is live to let users see how their models rank, and the company serves enterprise teams with conversational agents and corporate assistants.
Tone of voice
52% of how AI describes Toloka reads positive.
Words AI uses
AI reaches for flexible · specialized · high-quality when it describes Toloka.
Rivals
Labelbox is the brand AI weighs against Toloka most.
Sources
toloka.ai shapes more of what AI says about Toloka than any other source, at 46% of its citations.
en.wikipedia.org · parse.gl · herohunt.ai · youtube.com
The market map
RLHF Data Collection & Training Platforms →Where AI ranks Toloka
Excerpts where Toloka appeared in the AI's answer
Toloka AI provides an automated platform and managed crowdsourcing options with global domain experts to handle pairwise ranking and iterative feedback loops.
Toloka AI : Combines scaled crowdsourcing roots with dedicated expert layers
Excerpts where Toloka appeared in the AI's answer
Toloka: Provides a hybrid crowd-and-expert model suitable for large-scale data generation.
Excerpts where Toloka appeared in the AI's answer
Toloka – Flexible marketplace for preference judgments, ranking, and evaluation workflows that fit RLHF pipelines.
Toloka — Large-scale human labeling platform supporting preference ranking, pairwise comparisons, and evaluation workflows for RLHF.
Excerpts where Toloka appeared in the AI's answer
Toloka has become particularly strong for AI training data and expert evaluation workflows.
Toloka is a strong choice if you want: - Workforce access on demand - Faster project launch - More control over task design - Lower operational overhead than building your own crowd
Excerpts where Toloka appeared in the AI's answer
Toloka: Offers strong operational infrastructure with AI-assisted setup and tiered expert networks explicitly trained for RLHF data annotation and disagreement analysis.
Toloka AI : Provides robust crowdsourced labeling for RLHF, enabling real-time human feedback to refine model responses.
Excerpts where Toloka appeared in the AI's answer
Toloka: Offers AI red teaming with a team of researchers and domain specialists to simulate attacks, test reliability, and provide datasets to fine-tune model safety.
Toloka: Provides human-in-the-loop AI red teaming to trigger unwanted responses from LLMs, including specialized researchers, linguists, and subject matter specialists.
Excerpts where Toloka appeared in the AI's answer
Toloka: An AI data partner that provides crowdsourced, human-in-the-loop feedback to train reward models and perform RLHF.
Toloka: A managed service that offers AI-powered data labeling and human-in-the-loop training
Excerpts where Toloka appeared in the AI's answer
Toloka AI (Mindrift): A strong choice for startups requiring high scalability and multilingual capabilities
Excerpts where Toloka appeared in the AI's answer
Toloka: Provides an environment for large-scale data annotation for ranking and evaluating LLM outputs.
