AI Image Alt Text handles this directly, and AI Automators can do the same job as a field-level rule if you already run that module. Automators is the better choice when you want alt text generated on save across multiple image fields. Both need an active provider with vision support configured.
Why install it:
3. AI CKEditor:
- The AI (Artificial Intelligence) module is the framework behind Drupal AI. It runs on over 17,000 sites and connects to 48+ providers, including OpenAI, Anthropic, Google Gemini, and AWS Bedrock.
- AI Automators and AI CKEditor deliver value fastest. Both are stable and need no custom code.
- AI Agents can create content types, fields, and taxonomy from a prompt. Drupal’s 2026 roadmap builds governance around that, including approval steps and audit trails.
- You can run Drupal AI entirely on your own infrastructure with providers like Ollama. No content has to leave your servers.
- The Drupal AI Initiative has 28 supporting organizations and $1.5M+ in committed funding.
The AI framework behind every module on this list
5. Drupal SEO Studio: AI Meta Tags:
Why install it:
Brings real-time collaboration, track changes, and AI writing assistance into the editor itself. For teams managing multiple authors, it cuts review cycles without leaving Drupal. It ships as a paid subscription add-on.
Adds semantic search over your site content, and can power retrieval-augmented generation (RAG), where a chatbot answers questions using your own content instead of guessing. It needs a vector database to store content embeddings. Drupal supports several, including MariaDB, which runs vector search natively without adding an external service, and PostgreSQL with the pgvector extension. Pinecone, Milvus, and Azure AI Search are also supported for teams that prefer a managed vector store.
The 16 Drupal AI modules to know in 2026
Artificial intelligence keeps changing fast, and Drupal keeps pace with it. Drupal AI modules are the contributed modules built on the AI (Artificial Intelligence) framework that connect Drupal to large language models, enabling content automation, semantic search, and agent-based site configuration. What started as a handful of experimental modules in 2025 is now a funded, staffed initiative with agents, governance tooling, and a growing provider ecosystem.
Framework
Bonus, not AI-specific: Moderated Content Bulk Publish.
Not every module here is ready for the same job. Some are stable enough to deploy today. Others deserve a pilot first, and a few are worth watching but not building on yet. The list below groups them by what they do, but the numbering runs straight through all 16. A quick-reference table with deploy status sits near the end if you want the short version first.
Why install it:
- Install this module first, before any other module on the list; everything else depends on the plugin system and provider connections it sets up.
- Skip it, and none of the other fifteen modules here have anything to plug into.
Editorial and content automation
Why install it:
- It removes the busywork of writing summaries, pulling tags, or drafting alt text by hand on every save.
- This needs no custom code or separate interface, so editors keep working in Drupal exactly as they do today.
Why install it:
- AI CKEditor keeps writing quality consistent across multiple authors without adding a separate review step.
- It puts rewrite, tone, translation, and summarization tools right in the toolbar editors already use.
Swap a provider later, and you change a setting. You do not rewrite the integration.
Almost everything on this list sits on top of one module: AI (Artificial Intelligence). It works as the plumbing that lets Drupal talk to any AI service through one shared, consistent interface, so developers write against one API instead of rewriting integrations for each vendor.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- It closes accessibility gaps on media-heavy sites without a manual tagging project.
- It also clears a backlog of untagged images far faster than doing it node by node.
SEO and structured content
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- This module keeps meta titles and descriptions consistent once your page count outgrows what one person can tag by hand.
- It frees up editorial time that would otherwise go into repetitive SEO fields.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- SEO AI replaces two or three separate SEO tools with one AI-driven audit inside Drupal.
- It surfaces concrete fixes instead of just flagging problems, so there is less guesswork after the audit.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- It moves structured data updates out of the developer’s backlog and into the content-save workflow.
- It also keeps Schema.org JSON-LD accurate across hundreds of content types without writing it per node.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- CKEditor 5 cuts review cycles for teams with more than a handful of contributors.
- It adds real-time collaboration and track changes without leaving Drupal for another tool.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- This module keeps documentation from falling behind as a codebase grows past a few custom modules.
- It turns README writing into a review-and-edit task instead of a blank-page one.
Agents and search
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- It hands off small, repetitive configuration requests, like a new field or taxonomy term, that would otherwise sit in a developer’s queue.
- This module comes with an Agents Explorer, so you can test agent behavior before trusting it in production.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- This module picks up user intent that exact-match keyword search misses on a growing site.
- It can power retrieval-augmented generation (RAG), so a chatbot can answer from your own content instead of guessing.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- The module is worth it only when you need a chat surface, like Slack or Messenger, that lives outside Drupal itself.
- It is still useful for that specific integration even though AI Agents now cover most action-taking chat flows.
Legacy
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- It makes sense to keep it if it is already part of your workflow; ripping it out is not necessary.
- It’s not worth adding fresh: AI CKEditor with a provider module covers the same ground with tighter integration.
Governance and watch list
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- It keeps agents from acting on brand guidelines or compliance rules they were never meant to see.
- It’s worth setting up before you scale agent use across the site, not after.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- It gives you a record of what got generated and from which prompt, especially when more than one editor is using AI features.
- The module enforces safety rules and tests agent behavior before changes reach production.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- It ties AI actions to site events beyond content fields, like a new user registering or a scheduled cron run.
- The module also allows you to configure agent behavior visually through the Agents Modeler API, without writing code.
The gap left to close is not capability. It is judgment: knowing which modules to run today, which to pilot on staging, and which to leave on the watch list until governance catches up. That is the call this guide was built to help you make. But this list is just the tip of the iceberg. Check out the full lineup of Drupal AI modules here.
- The module is handy on any site where content sits in moderation queues in batches rather than one at a time.
Running Drupal AI without sending data to a third party
Why install it:
Cost comes down to three factors: the provider you pick, which operations you run, and how often they fire. Embeddings cost far less per call than text generation, and a meta tag generator that runs once per node is cheaper than a chatbot answering hundreds of daily queries. A self-hosted provider like Ollama trades per-token billing for infrastructure cost, which usually wins at high volume once server upkeep is factored in.
What is coming next for Drupal AI?
The core framework covered above, and the one every other module on this list depends on. Installing it gives you the shared configuration screens, the operation types like chat, text generation, image generation, and embeddings, and the plugin system providers hook into. Install this first, alongside a provider module for whichever service you want to use.
The framework is production-ready. AI CKEditor, AI Automators, and stable provider integrations run on live sites today. The agent layer and Context Control Center are still maturing, so pilot those rather than deploying them site-wide. The gap in 2026 is governance tooling, not raw capability.
10. AI Agents:
Check out the full lineup of Drupal AI modules here for anything not covered above.
Quick reference: all 16 modules at a glance
| # | Module | Status | Needs a paid API |
| 1 | AI (Artificial Intelligence) | Deploy | Depends on provider |
| 2 | AI Automators | Deploy | Depends on provider |
| 3 | AI CKEditor | Deploy | Depends on provider |
| 4 | AI Image Alt Text | Deploy | Yes (vision-capable model) |
| 5 | Drupal SEO Studio: AI Meta Tags | Deploy | Depends on provider |
| 6 | SEO AI | Deploy | Depends on provider |
| 7 | AI Schema Markup Generator | Deploy | Yes (OpenAI) |
| 8 | CKEditor 5 Premium Features | Deploy | Yes (subscription) |
| 9 | AI Readme Generator | Deploy | Depends on provider |
| 10 | AI Agents | Pilot | Depends on provider |
| 11 | AI Search | Pilot | Depends on provider/vector DB |
| 12 | Chatbot API | Pilot | Depends on platform |
| 13 | ChatGPT Content Assistant | Legacy | Yes (OpenAI) |
| 14 | Context Control Center | Watch (Beta 4) | No |
| 15 | AI Observability & Guardrails | Watch | Depends on provider |
| 16 | ECA + AI / Agents Modeler API | Watch | Depends on provider |
4. AI Image Alt Text:
Runs on the same AI framework and reads a node’s field data to generate valid Schema.org JSON-LD automatically. It solves a problem that scales badly by hand: keeping structured data accurate across hundreds of content types instead of writing it per node. It needs an OpenAI connection to run.
Final thoughts
Why install it:
As of August 2026, the module reports more than 17,000 active installs and sits at stable release 1.4.6. It abstracts 48+ AI providers, including OpenAI (ChatGPT, DALL·E), Anthropic (Claude), Google Gemini, AWS Bedrock, Azure AI, and self-hosted options you run yourself.
Yes. The AI module’s current stable release is 1.4.6, published August 5, 2026, and it supports Drupal 10 and 11. Drupal CMS ships AI capability as part of its product strategy, so newer installs get closer integration out of the box. Check each contributed module separately, since ecosystem modules track compatibility at their own pace.
Frequently Asked Questions
Which Drupal AI module should I install first?
Why install it:
Does Drupal AI send my content to OpenAI?
If that is not an option for your compliance requirements, providers like Ollama let you run models on your own infrastructure, so prompts and responses never leave your network. Teams evaluating self-hosted options also look at vLLM, Mistral, and Hugging Face-hosted models, depending on what hardware and licensing fit their setup. This is usually the deciding factor for public sector, healthcare, and finance teams that cannot send content to a third-party API. The tradeoff is managing your own model infrastructure instead of paying per token.
What is the difference between the AI module and an AI provider module?
AI writing assistance built directly into the content editor, not a separate tool editors have to switch to. Highlight any text and the toolbar offers a set of everyday editorial actions: rewrite, translate, summarize, adjust tone, fix spelling, reformat HTML, or run a custom prompt of your own, all applied in place without leaving the content form.
Can AI agents change my Drupal site configuration?
Why install it:
How much does it cost to run AI on a Drupal website?
16. ECA + AI / Agents Modeler API:
Do Drupal AI modules work with Drupal 11 and Drupal CMS?
Think of it in three layers. The AI module is the framework: it defines shared settings, logging, and operation types like text generation, image generation, and embeddings. Provider modules are the connectors, each one linking the framework to a specific AI service. Submodules and contrib modules are the consumers: AI Automators, AI CKEditor, AI Agents, and AI Search all sit on top of the framework and use whichever provider you configure.
What is the best Drupal module for AI-generated alt text?
Yes. The AI Agents module ships with agents for content types, fields, and taxonomy that can create configuration from a plain-language prompt. Drupal’s 2026 roadmap is building governance tooling, including approval steps and audit trails, around that capability. Treat agents as pilot-stage for production sites, and test them on staging first.
Is Drupal AI production-ready or still experimental?
Why install it:
