# CloudFactory vs Toloka

| Attribute | CloudFactory | Toloka |
|---|---|---|
| **vioscaleAI score** | 54.2 (46% (low)) | 52.5 (58% (medium)) |
| content.faq | `[{"answer":"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. It is indexed under Data Labeling.","source":"https://www.cloudfactory.com/pricing","question":"What is CloudFactory?","confidence":0.6},{"answer":"CloudFactory 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://www.cloudfactory.com/pricing","question":"How much does CloudFactory cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to CloudFactory. 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://www.cloudfactory.com/pricing","question":"What platforms does CloudFactory support?","confidence":0.6},{"answer":"Yes. CloudFactory can be deployed cloud / SaaS and on-premise, so it does not have to run on the vendor's infrastructure.","source":"https://www.cloudfactory.com/pricing","question":"Can CloudFactory be self-hosted?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for CloudFactory. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as CloudFactory not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.cloudfactory.com/blog/compliance-strategy-2025-regulations","question":"What security certifications does CloudFactory have?","confidence":0.7}]` | `[{"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}]` |
| deployment.options | `{"cloud":true,"on_prem":true}` | `{"cloud":true,"on_prem":true}` |
| description.long | A platform for developing and deploying AI systems that perform reliably in production. It helps organizations prepare high-quality data, orchestrate models and agents, and ensure auditable AI behavior while integrating with existing infrastructure. | 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. |
| 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":[]}` | `{"hqCountry":"CH","primaryMarkets":["US","CH","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":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","summary":"Contact sales for pricing","freeTier":false,"sourceUrl":"https://toloka.ai/arena-pricing","retrievedAt":"2026-09-10T09:12:26.177Z"}` |
| pricing.free_tier | no | 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 |
| security.trust_center | - | https://toloka.ai/legal/privacy-notice |

## Capabilities (Data Labeling)

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

*Source: vioscaleAI. Generated 2026-10-16T20:10:32.769Z. "-" = undocumented, not absent.*