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

IT AI Recommendation Index, October 2026 Edition. Named in 4 judge labels across 1 categories by 2 of 14 models. Page: https://it-ai-index.com/vendors/tonic-structural/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data masking and test data management | 4% | 12 | 25% | 4 |

## What the models said for it

- "My default recommendation would be Tonic Structural" (GPT-6 Luna, Data masking)
- "I'd put Tonic Structural on the shortlist first" (GPT-6 Luna, Data masking)

## And against it

- "may be worth evaluating, but expect to request a quote; their pricing isn't a simple low-cost, published plan" (GPT-6 Luna, Data masking)

## 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, GDPR, SOC 2, 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://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.