# CVAT vs Labelbox

**Leader by vioscaleAI score:** Labelbox

| Attribute | CVAT | Labelbox |
|---|---|---|
| **vioscaleAI score** | 47.3 (34% (low)) | 54.4 (58% (medium)) |
| content.faq | `[{"answer":"A comprehensive annotation platform for building visual datasets with support for image, video, and 3D point cloud data. Includes AI-assisted labeling, team collaboration, cloud storage integration, export to multiple standard formats, and developer-friendly APIs. It is indexed under Data Labeling.","source":"https://cvat.ai","question":"What is CVAT?","confidence":0.6},{"answer":"CVAT offers a free tier, so you can start without paying. Paid plans are also available: CVAT Online Free, CVAT Online Solo, CVAT Online Team and CVAT Enterprise. Pricing changes often, so verify at source before relying on it.","source":"https://cvat.ai","question":"Is CVAT free?","confidence":0.6},{"answer":"CVAT supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://cvat.ai","question":"What platforms does CVAT support?","confidence":0.6},{"answer":"Yes. CVAT can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://cvat.ai","question":"Can CVAT be self-hosted?","confidence":0.6},{"answer":"We have confirmed 15 integrations for CVAT, including Roboflow, Backblaze B2, AWS S3, Microsoft Azure, Google Cloud Storage, Grafana, SAM 2 and SAM 3, plus 7 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://cvat.ai","question":"What does CVAT integrate with?","confidence":0.6},{"answer":"We have independently confirmed GDPR for CVAT. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as CVAT not holding them. Always confirm compliance directly before you rely on it.","source":"https://cvat.ai","question":"What security certifications does CVAT have?","confidence":0.6},{"answer":"CVAT is available worldwide. Its primary markets are the United States and the EU. The vendor is headquartered in the United States.","source":"https://www.cvat.ai/resources/blog/annotation-services-pricing","question":"Where is CVAT available?","confidence":0.75}]` | `[{"answer":"A platform providing training data, evaluation infrastructure, and expert human feedback for AI model development. Includes specialized support for reinforcement learning, robotics, and enterprise AI agent applications. It is indexed under Data Labeling.","source":"https://labelbox.com","question":"What is Labelbox?","confidence":0.6},{"answer":"Labelbox offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.","source":"https://labelbox.com","question":"Is Labelbox free?","confidence":0.8},{"answer":"We have confirmed browser-based access to Labelbox. 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://labelbox.com","question":"What platforms does Labelbox support?","confidence":0.6},{"answer":"Yes. Labelbox can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://labelbox.com","question":"Can Labelbox be self-hosted?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Labelbox. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Labelbox not holding them. Always confirm compliance directly before you rely on it.","source":"https://labelbox.com/company/security/","question":"What security certifications does Labelbox have?","confidence":0.7},{"answer":"Labelbox is available worldwide. Its primary market is the United States.","source":"https://labelbox.com","question":"Where is Labelbox available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | A data annotation tool for preparing high-quality visual datasets for computer vision AI. Available as a managed cloud service, self-hosted enterprise deployment, or free open-source software, with AI-assisted labeling and team collaboration features. | A platform providing training data, evaluation infrastructure, and expert human feedback for AI model development. Includes specialized support for reinforcement learning, robotics, and enterprise AI agent applications. |
| features.capabilities | `{"open_source":true,"on_prem_private_cloud":true,"programmatic_labeling":true,"model_assisted_labeling":true}` | `{"soc2":true,"rlhf_preference_data":true}` |
| integrations.count | 4 | 3 |
| integrations.list | `[{"name":"Roboflow"},{"name":"Backblaze B2"},{"name":"AWS S3"},{"name":"Microsoft Azure"},{"name":"Google Cloud Storage"},{"name":"Grafana"},{"name":"SAM 2"},{"name":"SAM 3"},{"name":"Nuclio"},{"name":"COCO"},{"name":"YOLO"},{"name":"Pascal VOC"},{"name":"KITTI"},{"name":"MOT"},{"name":"Amazon S3","native":true,"direction":"bidirectional"},{"name":"Google Cloud","native":true,"category":"cloud_storage","direction":"bidirectional"}]` | `[{"name":"Slack","category":"chat"},{"name":"GitHub","category":"developer"},{"name":"Notion","category":"productivity"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Free","contactSales":false},{"free":false,"name":"Solo","contactSales":false},{"free":false,"name":"Team","contactSales":false}],"summary":"Free tier available for CVAT Online; paid Solo and Team plans for additional features","freeTier":true,"sourceUrl":"https://cvat.ai","retrievedAt":"2026-09-24T12:33:05.051Z"}` | - |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | - |
| pricing.transparent | no | - |
| security.disclosure_policy | - | yes |
| security.gdpr | yes | yes |
| security.hipaa | - | yes |
| security.iso27001 | - | yes |
| security.soc2 | - | yes |
| security.trust_center | - | https://labelbox.com/company/security/ |

## Capabilities (Data Labeling)

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

*Source: vioscaleAI. Generated 2026-10-16T19:03:47.622Z. "-" = undocumented, not absent.*