# Prodigy vs Toloka

**Leader by Vioscale score:** Toloka

| Attribute | Prodigy | Toloka |
|---|---|---|
| **Vioscale score** | 5.6 (15% (low)) | 42.5 (41% (low)) |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"on_prem":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. | Platform that builds custom data collection and annotation pipelines for AI model development, leveraging a network of specialists across domains to create training datasets, preference data, and quality assurance for LLMs and AI agents. |
| features.capabilities | - | `{"soc2":true,"open_source":false,"rlhf_preference_data":true,"on_prem_private_cloud":true,"programmatic_labeling":true,"model_assisted_labeling":true}` |
| integrations.count | 3 | 6 |
| integrations.list | `[{"name":"spaCy"},{"name":"OpenAI"},{"name":"PyTorch"}]` | `[{"name":"Nebius"},{"name":"Microsoft Azure"},{"name":"Zendesk"},{"name":"Databricks"},{"name":"Tavily"},{"name":"Model Context Protocol (MCP)"}]` |
| 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","sourceUrl":"https://toloka.ai/arena-pricing","retrievedAt":"2026-08-25T21:40:31.114Z"}` |
| pricing.free_tier | no | - |
| pricing.model | commercial | quote |
| 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 | Prodigy | Toloka |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Model assisted labeling | - | ✓ |
| Programmatic labeling | - | ✓ |
| Rlhf preference data | - | ✓ |
| On prem private cloud | - | ✓ |
| Open source | - | ✗ |
| SOC2 | - | ✓ |

*Source: Vioscale. Generated 2026-09-01T16:27:28.621Z. "-" = undocumented, not absent.*