# Labelbox vs Prodigy

**Leader by vioscaleAI score:** Labelbox

| Attribute | Labelbox | Prodigy |
|---|---|---|
| **vioscaleAI score** | 54.4 (58% (medium)) | 36.1 (15% (low)) |
| content.faq | `[{"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}]` | `[{"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}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | 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. | 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. |
| features.capabilities | `{"soc2":true,"rlhf_preference_data":true}` | - |
| integrations.count | 3 | 3 |
| integrations.list | `[{"name":"Slack","category":"chat"},{"name":"GitHub","category":"developer"},{"name":"Notion","category":"productivity"}]` | `[{"name":"spaCy"},{"name":"OpenAI"},{"name":"PyTorch"}]` |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"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"}` |
| pricing.free_tier | yes | no |
| pricing.model | freemium | commercial |
| pricing.price_level | - | unknown |
| pricing.transparent | - | no |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.iso27001 | yes | - |
| security.soc2 | yes | - |
| security.trust_center | https://labelbox.com/company/security/ | - |

## Capabilities (Data Labeling)

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

*Source: vioscaleAI. Generated 2026-10-16T20:07:50.309Z. "-" = undocumented, not absent.*