# CloudFactory vs Prodigy

| Attribute | CloudFactory | Prodigy |
|---|---|---|
| **Vioscale score** | 42.1 (32% (low)) | 5.6 (15% (low)) |
| deployment.options | `{"cloud":true,"on_prem":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | CloudFactory provides data preparation, model development, and inference management services that combine human expertise with AI technology to ensure production AI systems deliver consistent, trustworthy results. | 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 | `{"on_prem_private_cloud":true,"programmatic_labeling":true,"model_assisted_labeling":true}` | - |
| integrations.count | - | 3 |
| integrations.list | - | `[{"name":"spaCy"},{"name":"OpenAI"},{"name":"PyTorch"}]` |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"quote","summary":"Custom consumption-based pricing with annual commitments; free analysis provided before purchase","freeTier":false,"sourceUrl":"https://www.cloudfactory.com/pricing","retrievedAt":"2026-08-21T11:08:57.792Z"}` | `{"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 | no | no |
| pricing.model | quote | commercial |
| pricing.price_level | unknown | unknown |
| pricing.transparent | no | no |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.iso27001 | yes | - |
| security.soc2 | yes | - |

## Capabilities (Data Labeling)

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

*Source: Vioscale. Generated 2026-09-01T16:37:43.453Z. "-" = undocumented, not absent.*