What AI says about Toloka
Toloka provides data annotation, evaluation, and human-in-the-loop services for machine learning models and AI agents. It comes up when buyers need to collect preference ranking data for RLHF training or manage crowdsourced workforce labeling.
AI calls itflexible,scalable,specialized,multilingual,AI-assisted setup,human-in-the-loop
Since Jul 5Updated Nov 10, 2026Based on 5,205 AI answers
Reviewed by Dimitry Apollonsky
Mentioned in · Public index
4%
of AI answers about Toloka and its rivals · since Jul 5
Based on 5,205 AI answers
- ChatGPT5%
- Google AI Mode3%
How often AI mentions Toloka
of AI answers about Toloka and its rivals
Track your brand free to see 13 weeks of history.
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Sep 14OctNov 2
- · ChatGPT switched to GPT-6 Luna
Markets where AI mentions Toloka
Mentioned inLowHighFew answers
All marketsChatGPTGoogle AI Mode
- RLHF Data Collection & Training PlatformsChatGPTGoogle AI Mode
- Data Annotation Platforms and ServicesOutside both engines’ top 25
- AI Red Teaming ServicesOutside both engines’ top 25
- Synthetic Data Generation PlatformsOutside both engines’ top 25
- LLM Agent Frameworks and ToolingOutside both engines’ top 25
Topics where AI mentions Toloka
TopicMentioned in · on this topicRank
- AI picks mostMentioned in
- I want to create high-quality training data for fine-tuning an LLM. What's the best platform for creating instruction-tuning datasets with human experts?on this questionAI picks Scale most44%
Excerpts where Toloka appeared in the AI's answer
ChatGPTSep 22, 2026, ChatGPT Toloka is worth considering if you want a more flexible combination of expert humans and automation.
Google AI ModeSep 14, 2026, Google AI Mode Toloka AI : Offers expert-in-the-loop data generation and specialized teams tailored for complex generative AI
- As a startup training proprietary models, we need a reliable platform to host our human-in-the-loop alignment tasks; which vendors are the top choices for RLHF services today?on this questionAI picks Scale most68%
Excerpts where Toloka appeared in the AI's answer
Google AI ModeSep 29, 2026, Google AI Mode Toloka AI — Offers a flexible crowd-platform transitioned into a managed AI data service, making it a strong choice if you need scaled preference data at efficient platform pricing.
ChatGPTSep 29, 2026, ChatGPT Toloka — attractive if you want flexible project execution without building the workforce yourself.
- We are implementing "continuous alignment." Who offers Reinforcement Learning from Human Feedback (RLHF) services?on this questionAI picks Scale most50%
Excerpts where Toloka appeared in the AI's answer
Google AI ModeSep 8, 2026, Google AI Mode Toloka : Offers an independent platform that bridges massive, crowdsourced microtasks
ChatGPTSep 8, 2026, ChatGPT Toloka offers preferences specifically for RLHF/DPO, along with SFT demonstrations, evaluation/RL tasks, customized human evaluation and red-teaming.
- Which platforms offer the best end-to-end management for both human feedback collection and the subsequent RLHF fine-tuning process?on this questionAI picks Scale and 1 more about as often37%
Excerpts where Toloka appeared in the AI's answer
ChatGPTSep 7, 2026, ChatGPT Toloka is particularly interesting because it now offers both managed services and a self-serve platform.
ChatGPTAug 30, 2026, ChatGPT Toloka is particularly interesting because its current platform explicitly spans data collection, instruction tuning, preference/RLHF data and evaluation.
- I'm looking to outsource my entire data labeling project. What is the best managed data labeling service for a startup?on this questionAI picks Scale most24%
Excerpts where Toloka appeared in the AI's answer
ChatGPTOct 7, 2026, ChatGPT Toloka is particularly interesting for startups because it lets you move between managed services and more self-service approaches.
ChatGPTSep 29, 2026, ChatGPT Toloka has moved toward a particularly flexible model: it offers managed RL environments/data and multi-stage pipelines
Toloka in AI answers
1 of 8
As a startup training proprietary models, we need a reliable platform to host our human-in-the-loop alignment tasks; which vendors are the top choices for RLHF services today?
ChatGPTChatGPT· Sep 29, 2026
Toloka — attractive if you want flexible project execution without building the workforce yourself.
Google AI ModeGoogle AI Mode· Sep 29, 2026
Toloka AI — Offers a flexible crowd-platform transitioned into a managed AI data service, making it a strong choice if you need scaled preference data at efficient platform pricing.
Sites AI cites
- Your site55%
- Toloka ∙ Training data for AI agents and LLMs (opens in a new tab) · 16%
- Complete guide to RLHF for LLMs: How human feedback shapes modern AI (opens in a new tab) · 12%
- Describe your data goal. The agent builds the rest. (opens in a new tab) · 11%
- Lower LLM cost and latency while improving quality (opens in a new tab) · 2%
- AI Red Teaming: safeguarding your AI model from hidden threats (opens in a new tab) · 1%
- Expert human data is now available to all, introducing the new Toloka Platform (opens in a new tab) · 1%
- Your crowdsourcing platform is closing. Keep your global workforce on Toloka (opens in a new tab) · 1%
- About Toloka (opens in a new tab) · 1%
- Reinforcement Learning from Human Feedback: Improving AI with LLM Alignment (opens in a new tab) · 1%
- Audio data labeling: The complete guide for AI and speech recognition models (opens in a new tab) · 1%
- 1%
- Synthetic Data Explained: AI Training Without Privacy Risks (opens in a new tab) · <1%
- From RLHF with PPO/DPO to ORPO + How to build ... (opens in a new tab) · <1%
- 5 Best Text Annotation & Labeling Services in 2026 - YouTube (opens in a new tab) · <1%
- Building and Curating Datasets for RLHF and LLM Fine-tuning // Daniel Vila Suero // LLMs in Prod Con (opens in a new tab) · <1%
