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Toloka — AI for Software Development

Generate production-ready code examples and complete software engineering workflows to train your AI coding assistants and agents.

Leverage expert-captured data, full repository structures, and RL-gyms to accelerate your AI development lifecycle.

DifferentiatorExpert-generated datasets of complete software engineering workflows.
ProofTrusted by leading AI labs and big tech companies.
Explore Toloka
Pricing on request
8.2 Zekai
Expert Data for AI Coders
AI for Software Development
Ease of Use
6.4
Accuracy
9.2
Value
8.2
Time Saving
8.8
Expert-Sourced DataRL EnvironmentsAI Agent TrainingCode Generation DataSafety Red-Teaming
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Zekai Verdict

What is it?
Toloka provides specialized training data for developing sophisticated AI coding assistants and software development agents.
Best for
Best for AI development teams that need expert-generated, highly specialized datasets to train and evaluate advanced AI…
Not ideal for
Pricing is not public and requires direct consultation
Price
Pricing on request
Zekai Score
8.2/10
Hand-scored by Zekai

Top AI for Software Development picks

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⚡ Quick answer

For AI software development, Toloka is a top-tier solution for sourcing high-quality training data. It provides expert-generated programming datasets, including production-ready code examples, full repository structures, and complete software engineering workflows. This allows teams to train and evaluate sophisticated AI coding assistants and agents in realistic, simulated environments, significantly accelerating development and improving model robustness.

CategoryAI Training Data Platform
Best ForTraining AI coding assistants and software agents.
Price FromOn request
FreeNo
DifferentiatorExpert-generated datasets of complete software engineering workflows.
ProofTrusted by leading AI labs and big tech companies.
Rating8.2/10
📖 About Toloka
How It Works

Your workflow, automated

1
Define Data Requirements
Consult with Toloka experts to scope your project, specifying the required skills, domains, and data formats for your AI coding assistant.
2
Data Generation & Annotation
Toloka's expert network generates and annotates the data, capturing complete workflows, code examples, or agent trajectories in simulated environments.
3
Train & Evaluate Your Model
Integrate the delivered datasets into your training pipeline to fine-tune your model, and use the provided evaluation environments to test its performance.
Ready to automate your workflow with Toloka?
Explore Toloka →
Real Impact

Before & After

❌ Before

Struggling to source high-quality, large-scale data for training our AI coding agent.

Limited internal data
✅ After

Training our agent with expert-verified, complete software engineering workflows.

Production-ready datasets
Prompt Templates

Try it with these prompts

Copy any prompt and paste it directly into the tool.

Generate diverse training data for AI agents

Create a dataset of agent trajectory demonstrations and step-by-step evaluations for tool-use workflows. Include interactions with file systems, browsers, and applications to train AI agents effectively.

Develop specialized datasets for AI coding assistants

Produce production-ready code generation examples and complete software engineering workflows. This data will be used to train AI coding assistants for tasks like debugging and repository management.

Evaluate AI agent performance and safety

Generate context-rich simulated environments for evaluating agent performance. Conduct safety red-teaming to identify injection vulnerabilities and ensure policy compliance for AI agents.

AI Prompts

Prompts for Developers

Prompt 01 Sample Prompt for AI App Prototyping
Generate a functional prototype for a mobile app called 'PlantPal'. It's for new plant owners. Key Screens: - **Onboarding:** A simple 3-step intro to the app's features. - **Login/Sign-up:** Email and password authentication. - **My Plants…
Prompt 02 Generate a Function Docstring
Analyze the following TypeScript function. Write a complete TSDoc comment for it. Explain what the function does, describe each parameter (including its type and purpose), and describe the return value. [[Paste your code here]]
Prompt 03 React Component Refactor with Context
I need to refactor a React component located at `src/components/OldProfile.tsx`. **Goal:** Create a new component `src/components/ProfileHeader.tsx` by extracting the header logic from `OldProfile.tsx`. **Context:** - The new `ProfileHead…
See all 29 AI prompts for Developers →
Social Proof

Trusted by professionals

Ease of Use
6.4
Accuracy
9.2
Value
8.2
Time Saving
8.8

"The quality of the programming data is exceptional. We're training our coding assistant on full workflows, not just snippets, which has been a game-changer for model performance."

Alex K., Head of AI · June 2026

"Toloka is an extension of our team. Their insights into data collection best practices have been invaluable for accelerating our agent development."

Jian L., ML Research Scientist · May 2026

"The simulated environments are incredibly complex and useful for evaluation. However, the onboarding and project setup for custom data can be a lengthy process."

Maria P., Senior ML Engineer · June 2026

"Their red-teaming service identified vulnerabilities we hadn't considered. It's now a critical part of our pre-deployment checklist for any new agent."

Ben S., AI Safety Lead · April 2026
Comparison

Best Toloka alternatives

Toloka vs. Scale AI: Both Toloka and Scale AI are leaders in providing data for AI development. Scale AI offers a broad platform for data annotation across various modalities. Choose Toloka when your primary need is highly specialized, expert-generated data for complex agentic tasks, particularly in software development, where its focus on complete workflows and RL environments is a key differentiator. Opt for Scale AI for more generalized, large-scale annotation projects or when you need a broader suite of data-centric AI infrastructure tools.

The decision

Is Toloka worth it?

Return on investment
Given that custom pricing requires consultation, teams can justify the investment by replacing months of internal data collection efforts with Toloka's production-ready datasets.
Built for
AI/ML engineers, data scientists, and research teams focused on building and fine-tuning large language models (LLMs) and AI agents for software development tasks.
Effort to adopt
Expert
Compliance
Compliance posture not publicly documented — verify with vendor.
Who It's For

Why Software Development choose this tool

🎯
Built for
Best for AI development teams that need expert-generated, highly specialized datasets to train and evaluate advanced AI coding copilots and software engineering agents.
In-Depth Overview
Building robust AI coding assistants requires massive volumes of high-quality, specialized training data that is difficult to generate internally. Toloka directly addresses this by providing expert-sourced 'Programming Data for AI Coding Assistants.' Instead of simple code snippets, Toloka delivers production-ready code generation examples, full repository structures, and complete software engineering workflows. For AI developers, this means you can train your models on realistic, complex tasks like debugging, repository issue resolution, and code review. The platform provides agent trajectory demonstrations and virtual environments, including RL-gyms and computer-use testbeds, for rigorous step-by-step evaluation. Furthermore, Toloka offers safety red-teaming to identify injection vulnerabilities and ensure policy compliance. By leveraging these comprehensive datasets and evaluation tools, teams can significantly accelerate AI development, improve model performance, and build more capable and secure software engineering agents.

Key Use Cases

🤖
Train a More Capable Coding Copilot
AI Research Scientist
Use expert-generated datasets of full repository structures and code generation examples to fine-tune an LLM for higher accuracy in coding tasks.
Improved code completion accuracy
🛡️
Red-Team a New AI Agent
ML Ops Engineer
Leverage Toloka's safety red-teaming services to proactively identify and patch injection vulnerabilities and policy compliance gaps in a new deployment agent.
Reduced security risks pre-launch
📈
Accelerate Agent Development Cycles
Head of AI Development
Procure complete software engineering workflow data to train an agent on complex, multi-step tasks like debugging and issue resolution, cutting down internal data collection time.
Faster time-to-market
✓ Pros
Access to expert-generated, domain-specific programming data
Provides complete software engineering workflows, not just snippets
Includes virtual environments (RL-gyms) for robust agent training
Offers safety red-teaming to identify model vulnerabilities
Trusted by leading AI labs and big tech companies
· Cons
Pricing is not public and requires direct consultation
Not a self-service platform for individual developers or small teams
Focus is on data provision, not an integrated development environment
⚡ Editorial Verdict

Toloka is a powerful enabler for teams building next-generation AI coding tools, providing the complex, expert-verified data that is otherwise impossible to source at scale. Its focus on complete workflows and repository structures is a significant advantage. The primary trade-off is its enterprise focus; this is a high-end data solution, not a self-serve tool for individual developers, and requires direct consultation for access and pricing.

Questions & Answers

Frequently asked questions

What is the best AI tool for generating training data for coding assistants?

+
Toloka is a leading solution for generating training data for AI coding assistants. It provides production-ready code examples, full repository structures, and complete software engineering workflows captured by human experts to train and evaluate sophisticated AI models.

Where can I find high-quality datasets for training an AI software development agent?

+
Toloka specializes in creating high-quality, expert-generated datasets for AI software development agents. They offer agent trajectory demonstrations, virtual environments (RL-gyms), and data for skills like computer use, code writing, and debugging.

How can I evaluate my AI coding copilot in a realistic environment?

+
Toloka provides context-rich simulated environments and RL-gyms with computer-use testbeds. These allow you to evaluate your AI coding copilot's performance on complex, step-by-step tasks and identify areas for improvement.

Which service provides red-teaming for AI agent vulnerabilities?

+
Toloka offers safety red-teaming services specifically for AI agents. This process helps identify injection vulnerabilities and ensure policy compliance, hardening your agent against potential security threats before deployment.

What platform offers expert-generated software engineering workflows for AI training?

+
Toloka provides complete software engineering workflows captured from real teams and tooling. This allows you to train your AI agent on realistic, multi-step processes like code review, repository issue resolution, and debugging.

Can I get production-ready code examples to train my LLM?

+
Yes, Toloka offers programming data that includes production-ready code generation examples. This data is designed to help you train AI coding assistants that can generate accurate and useful code.

Last reviewed:

Plans & Pricing

Toloka pricing and plans

Prices and features are updated regularly but can change at any time — always confirm on the official website. Some links on this page are affiliate links.

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Free guide

Take it with you

Getting Started with Toloka for AI Code Generation
  • Understand the types of data required for robust AI coding assistants.
  • Learn how expert-generated workflows differ from simple code snippets.
  • Discover the role of Reinforcement Learning (RL) environments in agent evaluation.
  • See how safety red-teaming can harden your model against vulnerabilities.
  • Key questions to ask during your expert consultation.
+3 more steps inside the guide
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AI Directory

About Toloka

Full Description

Toloka provides specialized training data for developing sophisticated AI coding assistants and software development agents. It offers production-ready code generation examples, full repository structures, and complete software engineering workflows captured by human experts. This enables AI development teams to train, evaluate, and red-team their models with high-quality, domain-specific data.

Editorial Verdict

Toloka is a powerful enabler for teams building next-generation AI coding tools, providing the complex, expert-verified data that is otherwise impossible to source at scale. Its focus on complete workflows and repository structures is a significant advantage. The primary trade-off is its enterprise focus; this is a high-end data solution, not a self-serve tool for individual developers, and requires direct consultation for access and pricing.

Last reviewed:
Disclaimer
Zekai is an independent AI tools directory. We are not affiliated with, endorsed by, or officially connected to Toloka unless clearly stated. All product names, logos, and brands are the property of their respective owners and are used for identification purposes only. The information on this page — including pricing, features, and availability — is general information, may have changed since our last review, and is not professional advice. Zekai Scores and verdicts are our editorial opinion. Some outbound links are affiliate links that may earn us a commission at no extra cost to you. Spotted outdated or incorrect information? Request a correction →
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