# Drupal: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/hr/vendors/drupal

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal communications and intranet](https://www.gane.ai/index/hr/experience/internal-communications-and-intranet/index.md) | 0% | 75 | 67% | 3 |

## What the models said for it

- "Free to use with lower ongoing costs if you have in-house IT support" (Claude Haiku 4.5, Internal communications)

## And against it

- "Custom intranet builds on open-source frameworks (e.g., raw Drupal, custom React/Node apps). Why to exercise caution" (Gemini 3.5 Flash, Internal communications)
- "Unmanaged Open Source "DIY" Sites (Drupal, Joomla) ... using them as a primary intranet engine is risky" (Qwen 3.7 Flash, Internal communications)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| 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 | 1 | 1 |
| 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 | 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 Drupal, from 4 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- valuebound.com: 3
- workvivo.com: 3
- agilityportal.io: 2
- concretecms.com: 2
- elcom.com.au: 2
- jint.co: 2
- powell-software.com: 2
- staffbase.com: 2
- app-wp-lsintranet-net.azurewebsites.net: 1
- axerosolutions.com: 1

### Pages cited

- https://agilityportal.io/blog/best-intranet-software-for-large-enterprises: 2
- https://valuebound.com/resources/blog/enterprise-intranet-software-what-vendors-wont-tell-you: 2
- https://workvivo.com/modern-intranet/advantages-and-disadvantages: 2
- https://agilityportal.io/blog/intranet-security-outsourced-cybersecurity: 1
- https://agilityportal.io/blog/white-label-intranet-software-for-smes: 1
- https://app-wp-lsintranet-net.azurewebsites.net/7-common-intranet-issues-their-solutions: 1
- https://axerosolutions.com/blog/these-online-platforms-are-not-intranets: 1
- https://bitrix24.com/articles/the-10-best-intranet-software-for-businesses-this-year.php: 1

## What it publishes

Every page drupal.org exposes, read 2026-09-29: 181 addresses. By kind, pages and the last 90 days:

- blog: 90 pages, 20 in the last 90 days, latest 2026-09-28
- case study: 65 pages, 0 in the last 90 days, latest 2025-07-15
- conference or event: 8 pages, 2 in the last 90 days, latest 2026-09-22
- template or tool: 1 pages, 0 in the last 90 days, latest 2016-09-10
- glossary or explainer: 1 pages, 0 in the last 90 days, latest 2020-07-05
- news or press: 5 pages, 3 in the last 90 days, latest 2026-09-17
- Recent: 2026-09-28 blog: Drupals got talent at drupalcon orlando 2027 https://www.drupal.org/association/blog/drupals-got-talent-at-drupalcon-orlando-2027
- Recent: 2026-09-25 blog: Drupal cms 22 multilingual out of the box https://www.drupal.org/about/initiatives/cms/blog/drupal-cms-22-multilingual-out-of-the-box
- Recent: 2026-09-25 blog: Meet the drupal association team at drupalcon rotterdam 2026 https://www.drupal.org/association/blog/meet-the-drupal-association-team-at-drupalcon-rotterdam-2026
- Recent: 2026-09-25 blog: Introducing our official drupal ai initiative training program ai inside drupal essentials https://www.drupal.org/about/ai/initiatives/blog/introducing-our-official-drupal-ai-initiative-training-program-ai-inside-drupal-essentials
- Recent: 2026-09-22 conference or event: The countdown is on sovereignty on the enterprise ai summit https://www.drupal.org/about/ai/initiatives/blog/the-countdown-is-on-sovereignty-on-the-enterprise-ai-summit
- Recent: 2026-09-21 blog: The aws migration building the next chapter of drupals infrastructure https://www.drupal.org/blog/the-aws-migration-building-the-next-chapter-of-drupals-infrastructure

## Record

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