# Toloka vs V7 Labs

**Leader by Vioscale score:** Toloka

| Attribute | Toloka | V7 Labs |
|---|---|---|
| **Vioscale score** | 42.5 (41% (low)) | 26.8 (47% (low)) |
| deployment.options | `{"cloud":true,"on_prem":true}` | `{"cloud":true}` |
| description.long | 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. | A workflow automation system powered by AI agents that processes complex documents and executes multi-step business processes. It enables teams to automate high-stakes tasks like investment due diligence, compliance review, and document analysis through AI-driven reasoning integrated with existing business tools. |
| features.capabilities | `{"soc2":true,"open_source":false,"rlhf_preference_data":true,"on_prem_private_cloud":true,"programmatic_labeling":true,"model_assisted_labeling":true}` | - |
| integrations.count | 6 | 15 |
| 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"}]` |
| market.availability | - | `{"hqCountry":"GB","primaryMarkets":["GB","US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"quote","sourceUrl":"https://toloka.ai/arena-pricing","retrievedAt":"2026-08-25T21:40:31.114Z"}` | `{"type":"hybrid","summary":"Custom pricing based on: base platform fee, flexible user seat pricing, and pay-as-you-go data/document processing volume. Contact sales for quotes.","freeTier":false,"sourceUrl":"https://www.v7labs.com/pricing","retrievedAt":"2026-08-18T21:40:30.624Z"}` |
| pricing.free_tier | - | no |
| pricing.model | quote | commercial |
| pricing.price_level | unknown | unknown |
| pricing.transparent | no | no |
| reliability.sla_pct | - | 95 |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | yes | yes |
| security.soc2 | yes | yes |

## Capabilities (Data Labeling)

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

*Source: Vioscale. Generated 2026-09-01T16:52:19.280Z. "-" = undocumented, not absent.*