# Kili Technology vs Toloka

**Leader by Vioscale score:** Kili Technology

| Attribute | Kili Technology | Toloka |
|---|---|---|
| **Vioscale score** | 56.3 (55% (medium)) | 42.5 (41% (low)) |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true}` |
| description.long | A collaborative data annotation platform that enables teams to label images, video, text, documents, and geospatial imagery to create training datasets for AI and machine learning models. Supports cloud, hybrid, and on-premise deployment options. | 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,"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":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":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","sourceUrl":"https://toloka.ai/arena-pricing","retrievedAt":"2026-08-25T21:40:31.114Z"}` |
| pricing.free_tier | yes | - |
| pricing.model | freemium | quote |
| pricing.price_level | low | 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 | Kili Technology | Toloka |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Model assisted labeling | ✓ | ✓ |
| Programmatic labeling | ✓ | ✓ |
| Rlhf preference data | ✗ | ✓ |
| On prem private cloud | ✓ | ✓ |
| Open source | ✓ | ✗ |
| SOC2 | ✓ | ✓ |

*Source: Vioscale. Generated 2026-09-01T17:01:04.038Z. "-" = undocumented, not absent.*