# Drupal: how AI models rank it, October 2026

GTM AI Recommendation Index, October 2026 Edition. Named in 22 judge labels across 1 categories by 13 of 14 models. Page: https://gtm-ai-index.com/vendors/drupal/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Content management systems for marketing sites | 0% | 50 | 45% | 22 |

## What the models said for it

- "The Best for Complex Data/Sectors: Drupal ... steep learning curve, it is robust and secure" (Qwen 3.7 Flash, Marketing CMS)
- "Need complex workflows, permissions, languages, or content structures? Consider Drupal." (GPT-6 Luna, Marketing CMS)
- "Very flexible and suitable for advanced content structures and enterprise needs" (Perplexity Sonar, Marketing CMS)
- "Choose Drupal for complex, security-sensitive enterprise projects" (Kimi K2, Marketing CMS)

## And against it

- "steep learning curve and higher operational overhead, making it a poor fit for most marketing teams without dedicated technical support" (Mistral Small, Marketing CMS)
- "Avoid Drupal for a marketing website unless you have a dedicated, in-house development team" (GLM 4.7 FlashX, Marketing CMS)
- "Community security support ended on January 5, 2025. I wouldn't choose it for a new site" (GPT-6 Luna, Marketing CMS)
- "Joomla and Drupal - difficult to operate and lack the power of WordPress" (Llama 4 Maverick, Marketing CMS)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Content management systems for marketing sites: 0% to 0%, ±0. Inside the floor by 11 points · rank 50 of 55, unchanged.

## The company

Q170855; https://www.drupal.org/; founded 2001. From Wikidata, fetched 2026-09-14.

## 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://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, October 2026 Edition, gtm-ai-index.com.