# Decentriq: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 25 judge labels across 2 categories by 9 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/decentriq

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data clean rooms](https://www.gane.ai/index/gtm/gtm-data/data-clean-rooms/index.md) | 0% | 21 | 35% | 23 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 70 | 0% | 2 |

## What the models said for it

- "Choose Decentriq instead if confidential-computing isolation, strict governance, or regulated workloads are the primary requirements." (Perplexity Sonar, Data clean rooms)
- "If you're doing deeper data analytics across multiple partners, Decentriq offers unique privacy-preserving analysis capabilities." (Claude Haiku 4.5, Data clean rooms)
- "Uses advanced crypto (like confidential computing and MPC) for highly sensitive data... though it may require more setup." (Grok 4.20, Data clean rooms)
- "Uses hardware-based Confidential Computing (secure enclaves). It is heavily adopted in highly regulated industries" (Gemini 3.5 Flash, Data clean rooms)

## And against it

- "Dedicated third-party DCR platforms (like LiveRamp/Habu, InfoSum, or Decentriq) often require six-figure annual licensing contracts." (Gemini 3.5 Flash, Data clean rooms)
- "Avoid Snowflake, LiveRamp, InfoSum, or Decentriq" (Perplexity Sonar, Data clean rooms)
- "it uses a custom enterprise pricing model (not a standard SaaS subscription), which can be less predictable for budgeting" (GLM 4.7 FlashX, Data clean rooms)
- "Strong confidential-computing architecture, though its partner ecosystem is narrower outside DACH markets." (Perplexity Sonar, Data clean rooms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 2 | 1 | 5 |
| Perplexity Sonar | 0 | 2 | 0 | 2 | 4 |
| Grok 4.20 | 0 | 1 | 2 | 2 | 5 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Decentriq, from 71 of the 73 answers that named it (only the models that return a source list).

### Domains cited

- decentriq.com: 52 (its own site)
- liveramp.com: 37
- g2.com: 34
- digitalapplied.com: 29
- guideflow.com: 28
- gane.ai/index: 27
- data-axle.com: 24
- snowflake.com: 22
- aws.amazon.com: 20
- sourceforge.net: 19

### Pages cited

- https://decentriq.com/article/data-clean-rooms-compared: 33
- https://digitalapplied.com/blog/data-clean-rooms-advertising-2026-marketer-decision-guide: 29
- https://liveramp.com/blog/what-to-look-for-in-a-data-clean-room-provider-a-guide: 29
- https://guideflow.com/blog/data-clean-room-software: 27
- https://data-axle.com/resources/blog/data-clean-rooms-explained-marketers: 23
- https://sourceforge.net/software/data-clean-room: 16
- https://g2.com/categories/data-clean-room: 14
- https://rajeshkumar.xyz/blog/data-clean-rooms: 14

## What it publishes

Every page decentriq.com exposes, read 2026-09-29: 205 addresses. By kind, pages and the last 90 days:

- blog: 112 pages, 5 in the last 90 days, latest 2026-08-11
- case study: 10 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest undated
- comparison: 15 pages, 0 in the last 90 days, latest 2026-06-12
- glossary or explainer: 6 pages, 0 in the last 90 days, latest 2026-06-11
- podcast or video: 17 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-08-11 blog: Yougov joins decentriq network https://www.decentriq.com/article/yougov-joins-decentriq-network
- Recent: 2026-07-30 blog: Attribution when you cant share customer data with the platform https://www.decentriq.com/article/attribution-when-you-cant-share-customer-data-with-the-platform
- Recent: 2026-07-28 blog: Cross media reach and frequency https://www.decentriq.com/article/cross-media-reach-and-frequency
- Recent: 2026-07-17 blog: Conversion lift measurement clean rooms https://www.decentriq.com/article/conversion-lift-measurement-clean-rooms
- Recent: 2026-07-08 blog: Clean rooms privacy safe media measurement https://www.decentriq.com/article/clean-rooms-privacy-safe-media-measurement
- Recent: 2026-06-29 blog: Why gdpr stalls european data collaboration https://www.decentriq.com/article/why-gdpr-stalls-european-data-collaboration

## Record

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