30 Sep 2026
Drupal.org aggregator
The Drop Times: Drupal AI Release Digest: Gemini Embeddings, Mautic Tools and Views Agent Fixes
Not every Drupal AI update calls for the same response. Recent releases may require teams to rebuild search indexes, update agent configuration or keep experimental Views changes under close human review.
30 Sep 2026 4:37pm GMT
Drupal AI Initiative: Introducing the Drupal AI Demo
Author: Christoph Breidert, Product Lead, Drupal AI
Earlier this year, the Drupal AI Initiative set itself a clear goal: at DrupalCon Rotterdam, show one Drupal site where AI search, content review, chat-driven editing, and AI translation all work together on real content. Today we are delivering on that promise. The Drupal AI Demo is live, and Dries revealed it in the Driesnote.
You can open it, use it, and see for yourself what Drupal AI looks like when it is built as a complete product. The demo is the website of a fictional university, with the kind of content and structure a real organization's site would have.

The Drupal AI Demo: a realistic, multilingual university website where every AI feature runs on the same content
From a list of features to something you can try
Until now, Drupal AI has mostly been something we described. We had roadmaps, feature lists, module pages, and conference talks. All of that was accurate, but none of it was tangible. A list of features asks people to imagine how the pieces fit together. A demo lets them see it.
That difference matters to two groups of people in particular.
If you are evaluating Drupal, the demo lets you test the AI features instead of reading about them. I believe Drupal is the most powerful AI-powered CMS available today. Until now, that was a claim you had to take on trust. Now you can check it yourself, try the features on realistic content, and plan your own website around capabilities that are already implemented and working.
If you already build with Drupal AI, the demo shows how each feature is intended to be used. You can evaluate every feature, see how it is configured, and adapt that setup to your own use case. That is a much better starting point than piecing together a feature from documentation alone.
What you can try
The demo focuses on the features our Drupal AI Partners told us matter most. In May, we asked them which capabilities they most wanted to have ready to use in Drupal. They are at the heart of the demo.
AI content reviews. Check a page against criteria like brand voice, legal requirements, and reading level, and get concrete suggestions for improving it.

AI content review scores a page against brand, legal, and readability criteria and suggests concrete improvements
AI search. Ask a question and get an AI-generated answer, grounded in the site's own content and with the sources behind it.

AI search answers a question with a summary, the sources behind it, and ranked results from the site's own content
Chat-driven content editing. Describe what you want to change, and the AI edits the page for you, right inside the editing experience.

Chat-driven editing: an editor describes a change in the chat, and the AI updates the page directly
AI translation. Move content across languages, with results good enough to publish.

AI translation moves a page into another language, ready for review and publishing
Connect your own AI agents. Connect agents such as Claude, ChatGPT, and others to Drupal through MCP, and make changes to the website from the outside.

An external AI agent, connected through MCP, making a change on the demo website
What makes the demo different from trying these features one at a time is that they all run together on the same site and the same content. That is what building a real website involves, and it is where the hardest work was.
How we got here
The idea of a demo was always there. We knew from the start that Drupal AI would need one, but first we needed a foundation strong enough to build it on.
The official Drupal AI sprints started in January this year. We spent the first three months refining the core AI functionality. By the second quarter, we had a stable code base to build on. In May, we ran the partner survey, and that was the moment the demo became a shared goal. The partners bought into the idea, and together we agreed on the features it should show. June went into preparation. In July, we started building.
The last eight weeks were the most intense. Between 1 August and 26 September alone:
- More than 100 people contributed code, reviews, or merge requests
- 1,442 commits landed across 54 projects
- 616 merge requests were merged on drupal.org
- Roughly 596,000 lines were added. That figure covers module code as well as the demo's content, theme, and configuration, and leaves out build output and lock files.
Activity grew steadily over those weeks, from about 70 commits in the first week of August to more than 300 per week in September. And the part I am most proud of is not the size of those numbers. It is that the result simply works.

Weekly commits across the demo and the drupal.org projects it builds on, 1 August to 26 September 2026
The people who built it
The demo was built by contributors from across the Drupal AI Partners, the organizations that fund and staff this initiative, together with many contributors from the wider Drupal community. Working together, we could build a more advanced AI experience than any of us could have built alone, and everything we build for the demo makes Drupal AI better for everyone who uses it.
Most of the load of the demo itself was carried by four people: Marcus Johansson, Artem Dmitriiev, Aidan Foster, and myself. Marcus, Artem, and I also met in person for three days to do nothing but sprint on the demo. Some of the hardest problems got solved in that room.
[IMAGE 8: sprint photo]
Marcus Johansson, Artem Dmitriiev, and Christoph Breidert during their three-day, in-person demo sprint
Many others did substantial work on the demo itself. I want to thank Darren Oh, Kristen Pol, Abhisek Mazumdar, Dan Lemon, Eric Homanchuk, Akhil Babu, and Kiran Kadam.
Of course, a demo is only as good as the modules underneath it, and many projects were heavily developed to be ready for Rotterdam. The main contributors there include Giorgio Alfredo Pagano on AI Disclosure, Michael Lander and Matt Glaman on the Tool API, MCP Server, and Canvas tools, Kristen Pol on AI Context, Rob Loach, Scott Euser on AI Search, Ahmad Khader on AI Content Review, and Sven Decabooter on AI Translate. Much of this work also depended on review: Artem and Marcus alone merged more than 100 merge requests from other contributors in these two months.
A personal note
Coordinating a distributed effort of this size, with contributors across many organizations, countries, and time zones, in such a short time is its own kind of challenge. My role was to set the direction, define the work packages, and align with key contributors and organizers to make sure we were building the right things. I also reviewed a great deal of work along the way. The day-to-day operations were led by our delivery managers, Arian Raeesi and Vidit Anjaria, who planned the work into sprints and kept it moving every day.
What I had never seen before is so many people building something together that actually works as one. Being part of that is amazing.
The demo was something I had in my head for a long time. Seeing so many people take that idea and make it real, and seeing it work, is one of the most rewarding experiences I have had in the Drupal community.
To everyone who contributed: thank you. This demo is yours.
Try it, and help us make it better
The demo is live at drupal.org/ai/demo. Try it, test it, and tell us what you think.
If you want to help shape what comes next, join us in the #ai-initiative channel on Drupal Slack, or explore becoming a Drupal AI Partner.
Everyone who contributed between August and September 2026
Abhinav Jha, Abhisek Mazumdar, Abhishek Dhariwal, Adam G-H, Adrian McKee, Ahmad Khader, Ahmad Khalil, Aidan Foster, Akhil Babu, Alex Urevick-Ackelsberg, Andrei Mateescu, Andrii Sakhaniuk, Angela Saldaña, Anikó Viola, Ann Mary Sruthy, arne michiels, Artem Dmitriiev, Ashish Dalvi, attilatilman, Avinash jha, Bharat Kelotra, Brooke Mahoney, Bruna Emerich, Bruno Bruno, calmforce, Carlos Romero, Cesar Miquel, Chad Peppers, Christian Burk, Christoph Breidert, Craig Wood, Dan Goodwin, Dan Lemon, Daniel Rodriguez, Darren Oh, Dave Long, David Bravo, Denise Spangler, Dezső Biczó, Dimitris Spachos, Dries Buytaert, Emma Horrell, Eric Homanchuk, George Kastanis, Giorgio Alfredo Pagano, Ignacio Pérez Puertas, István Csáki, Jeff Warrington, Jeremy Cerda, Jibran Ijaz, Joonas Meriläinen, Jordan Graham, JoshHayter, Joshua Fernandes, Juan Correa, Jurriaan Roelofs, Jérôme Tchania, Jürgen Haas, Kenneth Bolívar Castro, Kieran Cott, Kiran Kadam, KJ Monahan, Konstantine Kirkitadze, Kristen Pol, Lee Rowlands, Levente Besenyei, Manuel Garcia, Marcus Johansson, Markus Kalkbrenner, Mateu Aguiló Bosch, Matt Glaman, Matthew Tift, Michael Lander, Miguel Guerreiro, Narendra Singh Rathore, Nick Opris, Nick Pasiuk, Nik LePage, Norman Kämper-Leymann, Pieter Frenssen, Prabhavathi Vanipenta, Pravesh Poonia, Punam Aseem Beedkar, Reinhold Schachner, Ricardo Castañeda, Richard Porter, Rob Loach, Rodel Duterte, scontzen, Scott Euser, Scott Falconer, Sergiu Nagailic, Shashank Rai, Shibin Das, Shivam Sen, Simon Morvan, Sven Decabooter, szato, Tamas Balog, Tekla Aivazashvili, Tormi Tabor, tribekk, Valery Lourie, Will Huggins, Wolfgang Ziegler.
30 Sep 2026 12:01pm GMT
1xINTERNET blog: The Official Drupal AI Demo Is Live, and What It Means for Your Website
The official Drupal AI Demo is live. Explore how Drupal AI features work together in one real-world demo!
30 Sep 2026 12:00pm GMT