# CloudFactory vs Toloka

| Attribute | CloudFactory | Toloka |
|---|---|---|
| **Vioscale score** | 42.1 (32% (low)) | 42.5 (41% (low)) |
| deployment.options | `{"cloud":true,"on_prem":true}` | `{"cloud":true,"on_prem":true}` |
| description.long | CloudFactory provides data preparation, model development, and inference management services that combine human expertise with AI technology to ensure production AI systems deliver consistent, trustworthy results. | 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 | `{"on_prem_private_cloud":true,"programmatic_labeling":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 | - | 6 |
| integrations.list | - | `[{"name":"Nebius"},{"name":"Microsoft Azure"},{"name":"Zendesk"},{"name":"Databricks"},{"name":"Tavily"},{"name":"Model Context Protocol (MCP)"}]` |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"quote","summary":"Custom consumption-based pricing with annual commitments; free analysis provided before purchase","freeTier":false,"sourceUrl":"https://www.cloudfactory.com/pricing","retrievedAt":"2026-08-21T11:08:57.792Z"}` | `{"type":"quote","sourceUrl":"https://toloka.ai/arena-pricing","retrievedAt":"2026-08-25T21:40:31.114Z"}` |
| pricing.free_tier | no | - |
| pricing.model | quote | quote |
| pricing.price_level | unknown | unknown |
| pricing.transparent | no | no |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | yes | yes |
| security.soc2 | yes | yes |

## Capabilities (Data Labeling)

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

*Source: Vioscale. Generated 2026-09-01T16:33:14.406Z. "-" = undocumented, not absent.*