# CTGAN vs Tonic.ai

**Leader by Vioscale score:** Tonic.ai

| Attribute | CTGAN | Tonic.ai |
|---|---|---|
| **Vioscale score** | 37.9 (39% (low)) | 72.9 (56% (medium)) |
| activity.commits_last_30d | 3 | - |
| adoption.dependent_repos | 29 | - |
| adoption.github_stars | 1,562 | - |
| deployment.options | `{"self_hosted":true}` | `{"cloud":true,"hybrid":true,"self_hosted":true}` |
| description.long | An open-source tool that learns patterns from real single-table datasets and generates high-quality synthetic data with preserved statistical properties, built on generative adversarial network architecture. | A platform for generating high-fidelity synthetic data and automating sensitive data protection. It helps developers and AI teams create safe, realistic datasets for testing and training without accessing production data. |
| features.capabilities | `{"deployment":"self_host","open_source":true,"industry_focus":"horizontal","generation_method":"GAN","fidelity_utility_reporting":true}` | `{"soc2":true,"deployment":"both","open_source":false,"pricing_model":"usage-based","industry_focus":"other-regulated","hipaa_available":true,"masking_included":true,"ci_cd_integration":true,"generation_method":"LLM/transformer","privacy_risk_scoring":true,"relational_integrity":true,"fidelity_utility_reporting":true}` |
| integrations.count | 2 | 15 |
| integrations.list | `[{"name":"SDV ecosystem"},{"name":"Python packages"}]` | `[{"name":"Salesforce"},{"name":"Spark"},{"name":"Snowflake"},{"name":"Databricks"},{"name":"AWS Marketplace"},{"name":"Google Cloud Marketplace"},{"name":"GitHub"},{"name":"LlamaIndex"},{"name":"Haystack"},{"name":"Ragas"},{"name":"Microsoft Fabric"},{"name":"OpenAI"},{"name":"Cohere"},{"name":"Amazon Bedrock"},{"name":"Release"}]` |
| language.primary | Python | - |
| market.availability | - | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://github.com/pricing","retrievedAt":"2026-08-21T11:03:52.074Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"Free with $5/month credits","features":["$5 monthly credits","Discord support","Tonic Cloud deployment"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"credits":"$5/month"}},{"free":false,"name":"Standard","summary":"$29/month with $25 credits included","features":["$25 monthly credits","Email and Discord support","Data Agent","Mock APIs","Automated Workflows","Plan Mode","Rule-based generation","Bring your own LLM API key"],"components":[{"kind":"fixed","amount":29,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"credits":"$25/month"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Centralized billing","Dedicated customer support","Multiple workspaces with RBAC","SSO authentication","Cloud or self-hosted deployment","Data Agent","Mock APIs","Automated Workflows","Cloud marketplace private offers"],"commitment":"annual","contactSales":true}],"summary":"Free tier with $5 monthly credits. Standard plan $29/month with $25 included credits plus usage-based overages. Enterprise with custom annual pricing.","currency":"USD","freeTier":true,"sourceUrl":"https://www.tonic.ai/pricing","retrievedAt":"2026-08-25T15:41:21.784Z","startingPrice":{"amount":29,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | free | mid |
| pricing.starting_price | - | `{"amount":29,"currency":"USD"}` |
| pricing.transparent | - | yes |
| release.cadence_days | 70 | - |
| release.history | `[{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.12.1","date":"2026-02-13T03:09:04Z","type":"stable","version":"v0.12.1"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.12.0","date":"2026-01-27T21:27:45Z","type":"stable","version":"v0.12.0"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.11.1","date":"2025-10-30T21:27:27Z","type":"stable","version":"v0.11.1"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.11.0","date":"2025-02-26T20:06:21Z","type":"stable","version":"v0.11.0"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.10.2","date":"2024-10-22T15:46:16Z","type":"stable","version":"v0.10.2"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.10.1","date":"2024-05-13T15:40:02Z","type":"stable","version":"v0.10.1"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.10.0","date":"2024-04-11T20:29:56Z","type":"stable","version":"v0.10.0"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.9.1","date":"2024-03-14T15:07:37Z","type":"stable","version":"v0.9.1"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.9.0","date":"2024-02-13T21:29:13Z","type":"stable","version":"v0.9.0"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.8.0","date":"2023-11-13T18:57:49Z","type":"stable","version":"v0.8.0"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.7.5","date":"2023-10-05T21:42:57Z","type":"stable","version":"v0.7.5"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.7.4","date":"2023-07-27T18:09:51Z","type":"stable","version":"v0.7.4"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.7.3","date":"2023-05-25T18:59:45Z","type":"stable","version":"v0.7.3"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.7.2","date":"2023-05-09T17:54:18Z","type":"stable","version":"v0.7.2"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.7.1","date":"2023-02-23T22:28:31Z","type":"stable","version":"v0.7.1"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.7.0","date":"2023-01-20T22:24:40Z","type":"stable","version":"v0.7.0"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.6.0","date":"2022-10-07T17:31:56Z","type":"stable","version":"v0.6.0"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.5.2","date":"2022-08-19T03:12:10Z","type":"stable","version":"v0.5.2"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.5.1","date":"2022-02-25T20:53:38Z","type":"stable","version":"v0.5.1"},{"url":"https://github.com/sdv-dev/CTGAN/releases/tag/v0.5.0","date":"2021-11-18T21:42:32Z","type":"stable","version":"v0.5.0"}]` | - |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.pci | - | yes |
| security.scorecard | 4.5 | - |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=ctgan&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (Synthetic Data)

| Capability | CTGAN | Tonic.ai |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Generation method | GAN | LLM/transformer |
| Relational integrity | - | ✓ |
| Differential privacy | - | - |
| Privacy risk scoring | - | ✓ |
| Fidelity utility reporting | ✓ | ✓ |
| Masking included | - | ✓ |
| Deployment | Self host | Both |
| Open source | ✓ | ✗ |
| Ci cd integration | - | ✓ |
| Industry focus | Horizontal | Other regulated |
| SOC2 | - | ✓ |
| HIPAA available | - | ✓ |
| Pricing model | - | Usage based |

*Source: Vioscale. Generated 2026-09-01T15:19:57.017Z. "-" = undocumented, not absent.*