Data masking and test data management · Named, not rankedTonic Structural
Tonic Structural is a data masking and test data management product from Tonic.ai · tonic.ai ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Tonic Structural has 1.
Why models recommend it
“Consider Tonic Structural instead if you're a software-led B2B company”GPT-6 Luna · Paraphrase question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Tonic Structural, over the 4 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 2 | 1 | View → | |
| 2 | 0 | View → | |
| 1 | 1 | View → | |
| 1 | 1 | View → | |
| 1 | 1 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Tonic Structural's own site, not checked by Gane.
- For
- engineering and AI teams
- Price stated
- Annual pricing for Tonic Structural is determined by the Plan you select and the amount of source data connected to Tonic.
- Certifications
- HIPAA, PCI DSS, GDPR, SOC 2 Type II
- Customers named
- Patterson Companies, Alegeus, Everlywell, Flexport, eBay, Paytient, Boomi, Patterson Dental
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 4 of the 4 answers that named Tonic Structural and are not a share of its labels.
Domains cited
Eleven of the fifteen domain citations in answers naming Tonic Structural came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 138 | 8 | 2026-09-23 | Data catalogs | |
| Report or ebook | 98 | 1 | 2026-07-14 | Compliance automation | |
| Template or tool | 84 | undated | |||
| Webinar or virtual event | 37 | undated | |||
| Glossary or explainer | 37 | undated | |||
| News or press | 26 | undated | Data catalogs | ||
| Conference or event | 19 | undated | |||
| Comparison | 18 | 5 | 2026-07-22 | ||
| Case study | 17 | 1 | 2026-07-07 |
Most recent
- 2026-09-23De identification ai data licensing blog
- 2026-09-04Who should de identify company data blog
- 2026-08-13Why agentic ai projects get canceled blog
- 2026-08-07Announcing distillery open source ai gateway blog
- 2026-08-04Testing agents with agency blog
- 2026-07-30Agent evals data problem blog
How it is countedHide how it is counted
Every page tonic.ai exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.