Data masking and test data management · RankedDelphix
Delphix is a data masking and test data management product · delphix.com ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
DataVeil is first at 18%.
DATPROF Privacy is first at 22%. 1 of 14 models made it the first choice when asked directly.
Perforce Delphix is first at 27%.
Why models recommend it
“Best for: DevOps and test data management, AI-ready data masking ... Virtualized data clones that allow rapid, near-instant data delivery.”DeepSeek V4 Flash · Comparative question · first choice
“Delphix combines database virtualization with data masking... Unmatched integration with CI/CD workflows and virtual database cloning.”Gemini 3.5 Flash · Comparative question · first choice
“Delphix is widely considered the gold standard for providing "production-like" data to development and QA environments.”Qwen 3.7 Flash · Comparative question · first choice
“The "Heavy Hitter" for Virtualization: Delphix ... Delphix is the market leader.”Qwen 3.7 Flash · Paraphrase question · first choice
What gives them pause
“Enterprise Options to Avoid (For Now) ... Legacy platform; expensive; overkill for mid-market needs”Kimi K2 · Paraphrase question · warning
“What to Avoid ... Delphix | Powerful but expensive and has a steep learning curve”Kimi K2 · Direct question · warning
“Caution level: High — Avoid unless you have enterprise budget and dedicated DBAs”DeepSeek V4 Flash · Negative question · warning
“The pricing is complex (often per TB of data) and the implementation is heavy, likely overkill and too expensive for a mid-sized B2B company.”GLM 4.7 FlashX · Paraphrase question · warning
Also on the shortlist
The products named in the same answers as Delphix, over the 119 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 72 | 0 | View → | |
| 66 | 10 | Compare → | |
| 40 | 1 | View → | |
| 37 | 0 | View → | |
| 35 | 13 | Compare → | |
| 32 | 7 | Compare → | |
| 29 | 8 | Compare → | |
| 21 | 0 | View → | |
| 18 | 11 | Compare → | |
| 14 | 4 | View → |
What the models named instead of Delphix →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Delphix's own site, not checked by Gane.
- For
- enterprises
- Free plan or trial
- Request a no-pressure demo today.
- Integrations
- 170
- Customers named
- Gain Capital, Molina Healthcare, Channel 4
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 105 of the 119 answers that named Delphix and are not a share of its labels.
Domains cited
298 of the 327 domain citations in answers naming Delphix came from a third party's page. Twenty-nine were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 0 | 1 | 3 | 5 |
| Perplexity Sonar | 1 | 1 | 0 | 1 | 3 |
| Grok 4.20 | 1 | 2 | 1 | 0 | 4 |
| Mistral Small | 0 | 1 | 2 | 1 | 4 |
| DeepSeek V4 Flash | 1 | 0 | 1 | 3 | 5 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 3 | 0 | 1 | 0 | 4 |
| Kimi K2 | 1 | 0 | 0 | 2 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| 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 | 1,297 | 1 | 2026-07-21 | API management, API gateways | |
| Webinar or virtual event | 256 | undated | GRC, API management | ||
| Case study | 180 | 0 | 2021-03-29 | MDR | |
| News or press | 180 | undated | SOAR | ||
| Podcast or video | 89 | 0 | 2026-02-12 | ||
| Glossary or explainer | 82 | 1 | 2026-09-01 | API management, SAST | |
| Conference or event | 61 | 0 | 2025-03-26 | ||
| Comparison | 55 | 0 | 2026-05-07 | API gateways, SAST | |
| Report or ebook | 31 | undated | |||
| Template or tool | 2 | 0 | 2021-03-16 |
Most recent
- 2026-09-01What is owasp top 10 glossary or explainer
- 2026-07-21Protecting Sensitive Data in Non-Production Environments: No Trade-Offs Necessary! | Perforce Software blog
- 2026-05-07Static Data Masking vs. Dynamic Data Masking: What’s the Best Approach? | Perforce Software comparison
- 2026-04-22How Redundant Data Storage May Be Hurting Both Your Bottom Line and the Environment | Perforce Software blog
- 2026-04-07The Real Cost of Software Defects: Customer Churn That Costs Businesses Millions of Dollars | Perforce Software blog
- 2026-02-17What is continuous development glossary or explainer
How it is countedHide how it is counted
Every page delphix.com 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. Of its titles that name a category, most name API management (13); 0 name the category the models place it in. 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.