# Prodigy vs V7 Labs

**Leader by vioscaleAI score:** V7 Labs

| Attribute | Prodigy | V7 Labs |
|---|---|---|
| **vioscaleAI score** | 36.1 (15% (low)) | 44.2 (62% (medium)) |
| content.faq | `[{"answer":"Prodigy is a downloadable developer tool that helps teams efficiently annotate training data and build machine learning models. It runs entirely on user infrastructure, integrates with spaCy and other Python libraries, and supports customizable automated workflows and human-in-the-loop annotation processes. It is indexed under Data Labeling.","source":"https://prodi.gy","question":"What is Prodigy?","confidence":0.6},{"answer":"Prodigy supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://prodi.gy","question":"What platforms does Prodigy support?","confidence":0.6},{"answer":"Yes. Prodigy can be deployed cloud / SaaS, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://prodi.gy","question":"Can Prodigy be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Prodigy, including spaCy, OpenAI and PyTorch. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://prodi.gy","question":"What does Prodigy integrate with?","confidence":0.6}]` | `[{"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,"on_prem":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | Prodigy is a downloadable developer tool that helps teams efficiently annotate training data and build machine learning models. It runs entirely on user infrastructure, integrates with spaCy and other Python libraries, and supports customizable automated workflows and human-in-the-loop annotation processes. | 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 | - | `{"soc2":true}` |
| integrations.count | 3 | 400 |
| integrations.list | `[{"name":"spaCy"},{"name":"OpenAI"},{"name":"PyTorch"}]` | `[{"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":"GB","primaryMarkets":["GB","US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"perpetual","summary":"Lifetime license, pay once, use forever","freeTier":false,"sourceUrl":"https://prodi.gy","retrievedAt":"2026-08-20T12:54:09.466Z"}` | `{"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 | no | no |
| pricing.model | commercial | quote |
| pricing.price_level | unknown | 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 |
| security.hipaa | - | yes |
| security.iso27001 | - | yes |
| security.soc2 | - | yes |
| security.trust_center | - | https://www.v7labs.com/security |

## Capabilities (Data Labeling)

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

*Source: vioscaleAI. Generated 2026-10-17T01:31:34.143Z. "-" = undocumented, not absent.*