# DVCLive vs Guild AI

| Attribute | DVCLive | Guild AI |
|---|---|---|
| **Vioscale score** | 26 (3% (low)) | 60.9 (20% (low)) |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | A Python API for logging training metrics and artifacts during ML experiments, designed to work seamlessly with Git repositories and multiple cloud storage backends for reproducible, tracked machine learning workflows. | A platform that provides unified deployment, governance, and observability for AI agents regardless of which model or framework is used, enabling teams to track costs, control access, and maintain visibility across all their agents. |
| features.capabilities | - | `{"soc2":true,"open_source":false,"pricing_model":"freemium-saas","rbac_governance":true,"deployment_model":"managed-SaaS","run_comparison_diffing":true,"llm_genai_eval_tracking":true,"metrics_and_artifact_logging":true,"team_collaboration_workspaces":true}` |
| integrations.count | 7 | 4 |
| integrations.list | `[{"name":"Hydra"},{"name":"GitHub"},{"name":"AWS S3"},{"name":"Microsoft Azure"},{"name":"Google Cloud"},{"name":"Google Drive"},{"name":"Alibaba Cloud OSS"}]` | `[{"name":"Azure"},{"name":"Anthropic"},{"name":"Cohere"},{"name":"OpenAI"}]` |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"mac":true,"linux":true,"windows":true}` | `{"web":true}` |
| pricing.model | - | commercial |
| security.gdpr | - | yes |
| security.iso27001 | - | yes |
| security.soc2 | - | yes |

## Capabilities (Experiment Tracking)

| Capability | DVCLive | Guild AI |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Deployment model | - | Managed SaaS |
| Open source | - | ✗ |
| Metrics and artifact logging | - | ✓ |
| Native hyperparameter sweeps | - | - |
| Run comparison diffing | - | ✓ |
| Model registry bundled | - | - |
| Data versioning integration | - | - |
| Distributed multi node tracking | - | - |
| Team collaboration workspaces | - | ✓ |
| LLM genai eval tracking | - | ✓ |
| RBAC governance | - | ✓ |
| SOC2 | - | ✓ |
| Pricing model | - | Freemium saas |

*Source: Vioscale. Generated 2026-09-01T17:17:03.688Z. "-" = undocumented, not absent.*