# CVAT vs V7 Labs

| Attribute | CVAT | V7 Labs |
|---|---|---|
| **vioscaleAI score** | 47.3 (34% (low)) | 44.2 (62% (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":"An enterprise AI platform that automates document-heavy workflows and complex processes across private equity, real estate, and insurance, enabling faster decision-making and workflow execution. It is indexed under Data Labeling.","source":"https://www.v7labs.com","question":"What is V7 Labs?","confidence":0.6},{"answer":"V7 Labs supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.v7labs.com","question":"What platforms does V7 Labs support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for V7 Labs, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.v7labs.com","question":"Can V7 Labs be self-hosted?","confidence":0.6},{"answer":"We have confirmed 15 integrations for V7 Labs, including Salesforce, Microsoft SharePoint Online, Google Drive, Slack, HubSpot, Notion, Attio and Granola, plus 7 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.v7labs.com","question":"What does V7 Labs integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for V7 Labs. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as V7 Labs not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.v7labs.com/security","question":"What security certifications does V7 Labs have?","confidence":0.7},{"answer":"V7 Labs is available worldwide. Its primary markets are the United Kingdom and the United States. The vendor is headquartered in the United Kingdom.","source":"https://www.v7labs.com/pricing","question":"Where is V7 Labs available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` | `{"cloud":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 workflow automation platform that uses AI agents to process large volumes of documents, extract structured information, and coordinate actions across connected business systems, designed for investment analysis, underwriting, and compliance. |
| features.capabilities | `{"open_source":true,"on_prem_private_cloud":true,"programmatic_labeling":true,"model_assisted_labeling":true}` | `{"soc2":true}` |
| integrations.count | 4 | 400 |
| 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":"Salesforce"},{"name":"Microsoft SharePoint Online"},{"name":"Google Drive"},{"name":"Slack"},{"name":"HubSpot"},{"name":"Notion"},{"name":"Attio"},{"name":"Granola"},{"name":"Linear"},{"name":"Zapier"},{"name":"Make"},{"name":"AWS S3"},{"name":"OpenAI"},{"name":"Claude"},{"name":"Gemini"},{"name":"SharePoint","native":true},{"name":"Bloomberg","native":true},{"name":"Tableau","native":true},{"name":"AWS","native":true},{"name":"Zendesk","native":true,"category":"support"},{"name":"Freshdesk","native":true,"category":"support"},{"name":"Intercom","native":true,"category":"support"},{"name":"ClickUp","native":true,"category":"project_management"},{"name":"Procore","native":true},{"name":"OneDrive","native":true},{"name":"Xero","native":true,"category":"accounting"},{"name":"Gmail","native":true,"category":"email"},{"name":"Google Calendar","native":true,"category":"calendar"},{"name":"Google Chat","native":true,"category":"chat"},{"name":"Polygon","native":true},{"name":"Gong","native":true}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"GB","primaryMarkets":["GB","US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":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"}` | `{"type":"quote","summary":"Custom annual agreements based on three components: platform access, user roles, and document volume processed. No public pricing published.","freeTier":false,"sourceUrl":"https://www.v7labs.com/pricing","retrievedAt":"2026-09-28T11:40:34.476Z","billingPeriods":["year"]}` |
| pricing.free_tier | yes | no |
| pricing.model | freemium | quote |
| pricing.price_level | low | unknown |
| pricing.transparent | no | no |
| reliability.sla_pct | - | 95 |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"ISO 27001","status":"active"}]` |
| security.gdpr | yes | yes |
| security.hipaa | - | yes |
| security.iso27001 | - | yes |
| security.soc2 | - | yes |
| security.trust_center | - | https://www.v7labs.com/security |

## Capabilities (Data Labeling)

| Capability | CVAT | V7 Labs |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Model assisted labeling | ✓ | - |
| Programmatic labeling | ✓ | - |
| Rlhf preference data | - | - |
| On prem private cloud | ✓ | - |
| Open source | ✓ | - |
| SOC2 | - | ✓ |

*Source: vioscaleAI. Generated 2026-10-16T19:05:49.713Z. "-" = undocumented, not absent.*