# Delphix: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 37 judge labels across 1 category by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/delphix

## 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) | 4% | 6 | 30% | 37 |

## What the models said for 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, Data masking)
- "Delphix combines database virtualization with data masking... Unmatched integration with CI/CD workflows and virtual database cloning." (Gemini 3.5 Flash, Data masking)
- "Delphix is widely considered the gold standard for providing "production-like" data to development and QA environments." (Qwen 3.7 Flash, Data masking)
- "The "Heavy Hitter" for Virtualization: Delphix ... Delphix is the market leader." (Qwen 3.7 Flash, Data masking)

## And against it

- "Enterprise Options to Avoid (For Now) ... Legacy platform; expensive; overkill for mid-market needs" (Kimi K2, Data masking)
- "What to Avoid ... Delphix | Powerful but expensive and has a steep learning curve" (Kimi K2, Data masking)
- "Caution level: High — Avoid unless you have enterprise budget and dedicated DBAs" (DeepSeek V4 Flash, Data masking)
- "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, Data masking)

## 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 |

## Sources returned with these answers

The sites and pages cited by the answers that named Delphix, from 105 of the 119 answers that named it (only the models that return a source list).

### Domains cited

- k2view.com: 50
- ovaledge.com: 50
- cybersecuritynews.com: 37
- g2.com: 33
- iri.com: 32
- gane.ai/index: 29
- sourceforge.net: 28
- softwaretestinghelp.com: 25
- slashdot.org: 23
- airbyte.com: 20

### Pages cited

- https://ovaledge.com/blog/data-masking-tools: 49
- https://cybersecuritynews.com/best-data-masking-tools: 31
- https://iri.com/support/data-education-center/the-top-15-data-masking-tools-in-2026: 23
- https://airbyte.com/top-etl-tools-for-sources/data-masking-tools-to-protect-pii-stay-compliant: 19
- https://hevodata.com/learn/data-masking-tools: 19
- https://softwaretestinghelp.com/data-masking-tools: 19
- https://k2view.com/blog/data-masking-tools-list: 18
- https://www.gane.ai/index/it/it-data/data-masking-and-test-data/smb: 17

## In its own words

What Delphix's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Make Data Fast, Trusted, and AI-Ready (https://delphix.com/)
- For: enterprises (https://delphix.com/)
- Free plan or trial: Request a no-pressure demo today. (https://delphix.com/)
- Integrations claimed: 170 (https://delphix.com/)
- Customers named: Gain Capital, Molina Healthcare, Channel 4

## What it publishes

Every page delphix.com exposes, read 2026-10-05: 3402 addresses. By kind, pages and the last 90 days:

- blog: 1297 pages, 1 in the last 90 days, latest 2026-07-21
- case study: 180 pages, 0 in the last 90 days, latest 2021-03-29
- webinar or virtual event: 256 pages, 0 in the last 90 days, latest undated
- conference or event: 61 pages, 0 in the last 90 days, latest 2025-03-26
- report or ebook: 31 pages, 0 in the last 90 days, latest undated
- comparison: 55 pages, 0 in the last 90 days, latest 2026-05-07
- template or tool: 2 pages, 0 in the last 90 days, latest 2021-03-16
- glossary or explainer: 82 pages, 1 in the last 90 days, latest 2026-09-01
- podcast or video: 89 pages, 0 in the last 90 days, latest 2026-02-12
- news or press: 180 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-01 glossary or explainer: What is owasp top 10 https://www.perforce.com/blog/kw/what-is-owasp-top-10
- Recent: 2026-07-21 blog: Protecting Sensitive Data in Non-Production Environments: No Trade-Offs Necessary! | Perforce Software https://www.perforce.com/blog/pdx/protecting-sensitive-data
- Recent: 2026-05-07 comparison: Static Data Masking vs. Dynamic Data Masking: What’s the Best Approach? | Perforce Software https://www.perforce.com/blog/pdx/static-data-masking-vs-dynamic
- Recent: 2026-04-22 blog: How Redundant Data Storage May Be Hurting Both Your Bottom Line and the Environment | Perforce Software https://www.perforce.com/blog/pdx/redundant-data-storage
- Recent: 2026-04-07 blog: The Real Cost of Software Defects: Customer Churn That Costs Businesses Millions of Dollars | Perforce Software https://www.perforce.com/blog/pdx/cost-of-software-defects
- Recent: 2026-02-17 glossary or explainer: What is continuous development https://www.perforce.com/blog/kw/what-is-continuous-development

## 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.