# Datasaur vs Toloka

**Leader by Vioscale score:** Toloka

| Attribute | Datasaur | Toloka |
|---|---|---|
| **Vioscale score** | 29.2 (41% (low)) | 42.5 (41% (low)) |
| deployment.options | `{"on_prem":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true}` |
| description.long | A platform enabling organizations to build and deploy AI models using their own data while keeping sensitive information secure within their infrastructure, avoiding exposure to third-party services. Includes data labeling tools and multi-model comparison capabilities. | 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. |
| features.capabilities | `{"soc2":true,"on_prem_private_cloud":true,"model_assisted_labeling":true}` | `{"soc2":true,"open_source":false,"rlhf_preference_data":true,"on_prem_private_cloud":true,"programmatic_labeling":true,"model_assisted_labeling":true}` |
| integrations.count | 1 | 6 |
| integrations.list | `[{"name":"OpenAI"}]` | `[{"name":"Nebius"},{"name":"Microsoft Azure"},{"name":"Zendesk"},{"name":"Databricks"},{"name":"Tavily"},{"name":"Model Context Protocol (MCP)"}]` |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"quote","sourceUrl":"https://datasaur.ai/studio/pricing-general","retrievedAt":"2026-08-21T11:00:58.346Z"}` | `{"type":"quote","sourceUrl":"https://toloka.ai/arena-pricing","retrievedAt":"2026-08-25T21:40:31.114Z"}` |
| pricing.model | quote | quote |
| pricing.price_level | unknown | unknown |
| pricing.transparent | no | no |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | - | yes |
| security.soc2 | yes | yes |

## Capabilities (Data Labeling)

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

*Source: Vioscale. Generated 2026-09-01T17:10:26.338Z. "-" = undocumented, not absent.*