# Toloka vs V7 Labs

**Leader by vioscaleAI score:** Toloka

| Attribute | Toloka | V7 Labs |
|---|---|---|
| **vioscaleAI score** | 52.5 (58% (medium)) | 44.2 (62% (medium)) |
| content.faq | `[{"answer":"Platform that builds custom data collection and annotation pipelines for AI model development, leveraging a network of specialists across domains to create training datasets, preference data, and quality assurance for LLMs and AI agents. It is indexed under Data Labeling.","source":"https://toloka.ai/arena-pricing","question":"What is Toloka?","confidence":0.6},{"answer":"Toloka does not publish its prices. Pricing is quoted on request, so the figure depends on your seat count and requirements. We record this as a pricing-transparency signal rather than guessing a number. Pricing changes often, so verify at source before relying on it.","source":"https://toloka.ai/arena-pricing","question":"How much does Toloka cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Toloka. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://toloka.ai/arena-pricing","question":"What platforms does Toloka support?","confidence":0.6},{"answer":"Yes. Toloka can be deployed cloud / SaaS and on-premise, so it does not have to run on the vendor's infrastructure.","source":"https://toloka.ai/arena-pricing","question":"Can Toloka be self-hosted?","confidence":0.6},{"answer":"We have confirmed 6 integrations for Toloka, including Nebius, Microsoft Azure, Zendesk, Databricks, Tavily and Model Context Protocol (MCP). This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://toloka.ai/arena-pricing","question":"What does Toloka integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Toloka. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Toloka not holding them. Always confirm compliance directly before you rely on it.","source":"https://toloka.ai/security/security-principles","question":"What security certifications does Toloka have?","confidence":0.7},{"answer":"Toloka is available worldwide. Its primary markets are the United States, Switzerland and the EU. The vendor is headquartered in Switzerland.","source":"https://toloka.ai/arena-pricing","question":"Where is Toloka available?","confidence":0.75}]` | `[{"answer":"An enterprise AI platform that automates document-heavy workflows and complex processes across private equity, real estate, and insurance, enabling faster decision-making and workflow execution. It is indexed under Data Labeling.","source":"https://www.v7labs.com","question":"What is V7 Labs?","confidence":0.6},{"answer":"V7 Labs supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.v7labs.com","question":"What platforms does V7 Labs support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for V7 Labs, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.v7labs.com","question":"Can V7 Labs be self-hosted?","confidence":0.6},{"answer":"We have confirmed 15 integrations for V7 Labs, including Salesforce, Microsoft SharePoint Online, Google Drive, Slack, HubSpot, Notion, Attio and Granola, plus 7 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.v7labs.com","question":"What does V7 Labs integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for V7 Labs. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as V7 Labs not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.v7labs.com/security","question":"What security certifications does V7 Labs have?","confidence":0.7},{"answer":"V7 Labs is available worldwide. Its primary markets are the United Kingdom and the United States. The vendor is headquartered in the United Kingdom.","source":"https://www.v7labs.com/pricing","question":"Where is V7 Labs available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true,"on_prem":true}` | `{"cloud":true}` |
| description.long | Toloka is a data curation platform where users specify their annotation goals and an agent automatically assembles the complete data collection and labeling workflow. It combines a network of 200,000+ domain experts with AI-assisted quality validation to produce training datasets for language models, AI agents, and other machine learning systems. | A workflow automation platform that uses AI agents to process large volumes of documents, extract structured information, and coordinate actions across connected business systems, designed for investment analysis, underwriting, and compliance. |
| features.capabilities | `{"soc2":true,"open_source":false,"rlhf_preference_data":true,"on_prem_private_cloud":true,"programmatic_labeling":true,"model_assisted_labeling":true}` | `{"soc2":true}` |
| integrations.count | 6 | 400 |
| integrations.list | `[{"name":"Nebius"},{"name":"Microsoft Azure"},{"name":"Zendesk"},{"name":"Databricks"},{"name":"Tavily"},{"name":"Model Context Protocol (MCP)"}]` | `[{"name":"Salesforce"},{"name":"Microsoft SharePoint Online"},{"name":"Google Drive"},{"name":"Slack"},{"name":"HubSpot"},{"name":"Notion"},{"name":"Attio"},{"name":"Granola"},{"name":"Linear"},{"name":"Zapier"},{"name":"Make"},{"name":"AWS S3"},{"name":"OpenAI"},{"name":"Claude"},{"name":"Gemini"},{"name":"SharePoint","native":true},{"name":"Bloomberg","native":true},{"name":"Tableau","native":true},{"name":"AWS","native":true},{"name":"Zendesk","native":true,"category":"support"},{"name":"Freshdesk","native":true,"category":"support"},{"name":"Intercom","native":true,"category":"support"},{"name":"ClickUp","native":true,"category":"project_management"},{"name":"Procore","native":true},{"name":"OneDrive","native":true},{"name":"Xero","native":true,"category":"accounting"},{"name":"Gmail","native":true,"category":"email"},{"name":"Google Calendar","native":true,"category":"calendar"},{"name":"Google Chat","native":true,"category":"chat"},{"name":"Polygon","native":true},{"name":"Gong","native":true}]` |
| market.availability | `{"hqCountry":"CH","primaryMarkets":["US","CH","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"GB","primaryMarkets":["GB","US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"quote","summary":"Contact sales for pricing","freeTier":false,"sourceUrl":"https://toloka.ai/arena-pricing","retrievedAt":"2026-09-10T09:12:26.177Z"}` | `{"type":"quote","summary":"Custom annual agreements based on three components: platform access, user roles, and document volume processed. No public pricing published.","freeTier":false,"sourceUrl":"https://www.v7labs.com/pricing","retrievedAt":"2026-09-28T11:40:34.476Z","billingPeriods":["year"]}` |
| pricing.free_tier | no | no |
| pricing.model | quote | quote |
| pricing.price_level | unknown | unknown |
| pricing.transparent | no | no |
| reliability.sla_pct | - | 95 |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"ISO 27001","status":"active"}]` |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | yes | yes |
| security.soc2 | yes | yes |
| security.trust_center | https://toloka.ai/legal/privacy-notice | https://www.v7labs.com/security |

## Capabilities (Data Labeling)

| Capability | Toloka | V7 Labs |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Model assisted labeling | ✓ | - |
| Programmatic labeling | ✓ | - |
| Rlhf preference data | ✓ | - |
| On prem private cloud | ✓ | - |
| Open source | ✗ | - |
| SOC2 | ✓ | ✓ |

*Source: vioscaleAI. Generated 2026-10-16T20:16:27.803Z. "-" = undocumented, not absent.*