# MOSTLY AI vs Sarus

| Attribute | MOSTLY AI | Sarus |
|---|---|---|
| **Vioscale score** | 8.7 (3% (low)) | 42.6 (8% (low)) |
| deployment.options | `{"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` |
| description.long | A data platform that lets organizations securely work with production data, create synthetic datasets that protect sensitive information, and collaborate on data analysis and insights across teams. | A platform enabling organizations to perform analytics and AI on sensitive datasets without exposing the underlying data. It uses differential privacy and synthetic data generation to ensure data protection while delivering analytical results. |
| features.capabilities | - | `{"deployment":"both","open_source":true,"industry_focus":"healthcare","masking_included":false,"generation_method":"LLM/transformer","differential_privacy":true,"fidelity_utility_reporting":true}` |
| integrations.count | 1 | 6 |
| integrations.list | `[{"name":"Databricks"}]` | `[{"name":"Azure"},{"name":"Python"},{"name":"SQL"},{"name":"XGBoost"},{"name":"TensorFlow"},{"name":"Keras"}]` |
| platform.support | `{"cli":true,"web":true}` | - |
| pricing.model | commercial | - |

## Capabilities (Synthetic Data)

| Capability | MOSTLY AI | Sarus |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Generation method | - | LLM/transformer |
| Relational integrity | - | - |
| Differential privacy | - | ✓ |
| Privacy risk scoring | - | - |
| Fidelity utility reporting | - | ✓ |
| Masking included | - | ✗ |
| Deployment | - | Both |
| Open source | - | ✓ |
| Ci cd integration | - | - |
| Industry focus | - | Healthcare |
| SOC2 | - | - |
| HIPAA available | - | - |
| Pricing model | - | - |

*Source: Vioscale. Generated 2026-09-01T15:19:07.192Z. "-" = undocumented, not absent.*