# Kili Technology vs Toloka

**Leader by vioscaleAI score:** Kili Technology

| Attribute | Kili Technology | Toloka |
|---|---|---|
| **vioscaleAI score** | 61.4 (73% (medium)) | 52.5 (58% (medium)) |
| content.faq | `[{"answer":"A platform for creating and managing annotated datasets, suitable for geospatial imagery and compliance workflows. Supports cloud-based hosting, traditional on-premise deployment, and hybrid models where the platform runs in the cloud while data remains on-premise. It is indexed under Data Labeling.","source":"https://kili-technology.com","question":"What is Kili Technology?","confidence":0.6},{"answer":"Kili Technology does not publish its prices. Pricing is quoted on request, across 3 plans (Free Trial, Grow and Enterprise), 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://kili-technology.com/pricing","question":"How much does Kili Technology cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Kili Technology. 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://kili-technology.com","question":"What platforms does Kili Technology support?","confidence":0.6},{"answer":"Yes. Kili Technology can be deployed cloud / SaaS, hybrid, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://kili-technology.com","question":"Can Kili Technology be self-hosted?","confidence":0.6},{"answer":"We have confirmed 7 integrations for Kili Technology, including Microsoft Azure Marketplace, Google Cloud, Kubernetes, Docker, Python SDK, REST API and SSO. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://kili-technology.com/pricing","question":"What does Kili Technology integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Kili Technology. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Kili Technology not holding them. Always confirm compliance directly before you rely on it.","source":"https://kili-technology.com/blog/ai-for-compliance-what-why-how","question":"What security certifications does Kili Technology have?","confidence":0.7},{"answer":"Kili Technology is available worldwide. Its primary markets are the EU and the United States. The vendor is headquartered in France.","source":"https://kili-technology.com/pricing","question":"Where is Kili Technology available?","confidence":0.75}]` | `[{"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,"hybrid":true,"air_gapped":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true}` |
| description.long | A platform for creating and managing annotated datasets, suitable for geospatial imagery and compliance workflows. Supports cloud-based hosting, traditional on-premise deployment, and hybrid models where the platform runs in the cloud while data remains on-premise. Also available for deployment in customer Azure accounts. | 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 | `{"soc2":true,"open_source":true,"rlhf_preference_data":false,"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 | 7 | 6 |
| integrations.list | `[{"name":"Microsoft Azure Marketplace"},{"name":"Google Cloud"},{"name":"Kubernetes"},{"name":"Docker"},{"name":"Python SDK"},{"name":"REST API"},{"name":"SSO"}]` | `[{"name":"Nebius"},{"name":"Microsoft Azure"},{"name":"Zendesk"},{"name":"Databricks"},{"name":"Tavily"},{"name":"Model Context Protocol (MCP)"}]` |
| market.availability | `{"hqCountry":"FR","primaryMarkets":["EU","US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"CH","primaryMarkets":["US","CH","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Free Trial","summary":"Free, 1 seat, 100 text/doc/image assets, 5 video/satellite assets","features":["AI-assisted labeling","Basic annotation tools"],"minSeats":1,"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Testing plan with limited assets and basic AI features","contactSales":false,"includedLimits":{"team_seats":"1","video_satellite_assets":"5","text_document_image_assets":"100"}},{"free":false,"name":"Grow","summary":"Custom pricing. Up to 20 seats, 50k assets, API/SDK, professional support","features":["API & Python SDK","AI-assisted labeling","Quality control workflows","SSO integration","Custom support levels","Professional services access"],"description":"Scalable plan for growing teams with API access and professional support","contactSales":true,"includedLimits":{"assets":"Up to 50,000","team_seats":"Up to 20"}},{"free":false,"name":"Enterprise","summary":"Custom pricing. On-premise deployment, advanced security, compliance support","features":["Custom seat allocation","Custom terms","SSO integration","Advanced security features","On-premise deployment","Data regulations compliance support","Full API & Python SDK access"],"description":"Custom enterprise plan with on-premise deployment and compliance support","contactSales":true}],"addOns":[{"name":"Cloud Storage"},{"name":"Additional Assets"},{"name":"Additional Seats"},{"name":"Dedicated Labeling Services"},{"name":"On-premise Deployment"},{"name":"Data Regulations Compliance Support"}],"summary":"Free trial available. Grow plan starting at custom pricing. Enterprise with custom terms and on-premise options.","currency":"USD","freeTier":true,"sourceUrl":"https://kili-technology.com/pricing","retrievedAt":"2026-08-25T08:25:38.690Z","freeTrialDays":14}` | `{"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 | yes | no |
| pricing.model | quote | quote |
| pricing.price_level | low | unknown |
| pricing.transparent | no | no |
| security.certifications | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"ISO 27001","status":"active"},{"name":"HIPAA","status":"active"}]` | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | yes | yes |
| security.soc2 | yes | yes |
| security.trust_center | https://kili-technology.com/blog/ai-for-compliance-what-why-how | https://toloka.ai/legal/privacy-notice |

## Capabilities (Data Labeling)

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

*Source: vioscaleAI. Generated 2026-10-16T19:19:38.778Z. "-" = undocumented, not absent.*