# Tonic Structural: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/tonic-structural

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data masking and test data management](https://www.gane.ai/index/it/it-data/data-masking-and-test-data/index.md) | 0% | 81 | 0% | 1 |

## What the models said for it

- "Consider Tonic Structural instead if you're a software-led B2B company" (GPT-6 Luna, Data masking)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Tonic Structural, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- tonic.ai: 4 (its own site)
- k2view.com: 2
- red-gate.com: 2
- arxiv.org: 1
- dataveil.com: 1
- datprof.com: 1
- docs.greenmask.io: 1
- mockaroo.com: 1
- ovaledge.com: 1
- securityboulevard.com: 1

### Pages cited

- https://tonic.ai/products/tonic-structural: 3
- https://arxiv.org/pdf/2307.04208: 1
- https://arxiv.org/pdf/2504.12308: 1
- https://dataveil.com/: 1
- https://datprof.com/test-data-management-platform: 1
- https://docs.greenmask.io/: 1
- https://k2view.com/blog/data-masking-tools-gartner: 1
- https://k2view.com/blog/data-masking-tools-list: 1

## In its own words

What Tonic Structural's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: De-identify, subset, and synthesize structured and semi-structured data while preserving referential integrity. (https://tonic.ai/)
- For: engineering and AI teams (https://tonic.ai/)
- Price stated: Annual pricing for Tonic Structural is determined by the Plan you select and the amount of source data connected to Tonic. (https://www.tonic.ai/pricing)
- Certifications: HIPAA, PCI DSS, GDPR, SOC 2 Type II
- Customers named: Patterson Companies, Alegeus, Everlywell, Flexport, eBay, Paytient, Boomi, Patterson Dental

## What it publishes

Every page tonic.ai exposes, read 2026-10-05: 2742 addresses. By kind, pages and the last 90 days:

- blog: 138 pages, 8 in the last 90 days, latest 2026-09-23
- case study: 17 pages, 1 in the last 90 days, latest 2026-07-07
- webinar or virtual event: 37 pages, 0 in the last 90 days, latest undated
- conference or event: 19 pages, 0 in the last 90 days, latest undated
- report or ebook: 98 pages, 1 in the last 90 days, latest 2026-07-14
- comparison: 18 pages, 5 in the last 90 days, latest 2026-07-22
- template or tool: 84 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 37 pages, 0 in the last 90 days, latest undated
- news or press: 26 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-23 blog: De identification ai data licensing https://www.tonic.ai/blog/de-identification-ai-data-licensing
- Recent: 2026-09-04 blog: Who should de identify company data https://www.tonic.ai/blog/who-should-de-identify-company-data
- Recent: 2026-08-13 blog: Why agentic ai projects get canceled https://www.tonic.ai/blog/why-agentic-ai-projects-get-canceled
- Recent: 2026-08-07 blog: Announcing distillery open source ai gateway https://www.tonic.ai/blog/announcing-distillery-open-source-ai-gateway
- Recent: 2026-08-04 blog: Testing agents with agency https://www.tonic.ai/blog/testing-agents-with-agency
- Recent: 2026-07-30 blog: Agent evals data problem https://www.tonic.ai/blog/agent-evals-data-problem

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.