# Tonic.ai vs TSGM

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

| Attribute | Tonic.ai | TSGM |
|---|---|---|
| **Vioscale score** | 72.9 (56% (medium)) | 43 (27% (low)) |
| activity.commits_last_30d | - | 0 |
| adoption.dependent_repos | - | 0 |
| adoption.github_stars | - | 225 |
| deployment.options | `{"cloud":true,"hybrid":true,"self_hosted":true}` | `{"self_hosted":true}` |
| description.long | 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. | A Python framework for creating artificial time series datasets and assessing their quality across statistical properties, privacy, and usefulness for downstream tasks. Includes pre-configured access to 140+ real-world time series datasets and multiple generative methods. |
| features.capabilities | `{"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}` | `{"deployment":"self_host","open_source":true,"pricing_model":"open_source","industry_focus":"healthcare","fidelity_utility_reporting":true}` |
| integrations.count | 15 | - |
| integrations.list | `[{"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 |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true}` |
| pricing | `{"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"]}` | `{"type":"open_source","freeTier":true,"sourceUrl":"https://github.com/pricing","retrievedAt":"2026-08-21T11:10:12.339Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | commercial |
| pricing.price_level | mid | free |
| pricing.starting_price | `{"amount":29,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 88 |
| release.history | - | `[{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.1.0","date":"2025-11-08T16:09:01Z","type":"stable","version":"v0.1.0"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.7","date":"2024-06-24T14:04:54Z","type":"stable","version":"v0.0.7"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.6","date":"2024-05-24T10:16:15Z","type":"stable","version":"v0.0.6"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.5","date":"2024-03-24T18:13:59Z","type":"stable","version":"v0.0.5"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.4","date":"2023-12-15T19:37:20Z","type":"stable","version":"v0.0.4"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.3","date":"2023-09-28T19:25:50Z","type":"stable","version":"v0.0.3"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.2","date":"2023-04-16T07:26:37Z","type":"stable","version":"v0.0.2"}]` |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.pci | yes | - |
| security.soc2 | yes | - |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=tsgm&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Synthetic Data)

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

*Source: Vioscale. Generated 2026-09-01T15:19:59.591Z. "-" = undocumented, not absent.*