// WP-RAG
WP-RAG brings Retrieval-Augmented Generation to WordPress. Index your pages, posts, and uploaded documents — then let visitors ask questions and get focused answers with source citations.
Get in Touch Learn More
RAG stands for Retrieval-Augmented Generation — a technique where an AI model is given relevant context retrieved from your own content before it generates a response. Instead of relying solely on what a language model was trained on, RAG grounds the answer in your actual data. The result is accurate, source-cited responses that reflect your site, not generic internet knowledge.
RAG is a well-established pattern in the Python and data-science world, but it has rarely made its way into the PHP ecosystem — and almost never as a native WordPress plugin. Typically it requires separate infrastructure: a Python service, a vector database like Pinecone or Chroma, and glue code to connect everything to your CMS.
WP-RAG is different. The entire RAG pipeline — content ingestion, text chunking, vectorization, embedding storage, and similarity retrieval — runs entirely within WordPress and MariaDB. There is no Python runtime, no external vector store, and no additional services to manage. The only external call is to OpenAI to generate embeddings and chatbot responses.
Your WordPress content is the knowledge base. WP-RAG keeps it that way.
Install the plugin, index your content, and drop one shortcode onto any page or post:
Monitor indexing progress, check your LLM provider status, and manage your content index — all from the familiar WordPress admin interface.
Upload the provided zip (available soon), then activate it on your site.
Add your OpenAI API key, choose your embedding model, and select which content types to index.
Run the indexer to process your pages, posts, and uploaded documents. Monitor progress from the dashboard.
Paste [hauswprag_chat] into any page, post, or widget area. The chatbot is live instantly.
WP-RAG uses MariaDB's native vector storage to keep your embeddings entirely within your existing WordPress database — no external vector store required.
Pro version — coming soon: MySQL 9 vector support is on the Pro roadmap, enabling WP-RAG to work on hosts running MySQL 9 instead of MariaDB. Additional LLM providers including Claude / Anthropic and Ollama self-hosted models will also be available in Pro.
MariaDB 11.8 introduced a first-class VECTOR column type and VEC_DISTANCE_EUCLIDEAN function that let WP-RAG store and query embeddings using SQL — keeping everything in one place with no additional infrastructure.
Most managed WordPress hosts — including Kinsta, WP Engine, Cloudways with MariaDB stacks, and self-hosted setups — can be configured to meet these requirements. Contact us if you need help assessing compatibility.
The free version lets you evaluate WP-RAG on your WordPress site — includes 30 conversations per month.
Available Soon
Planned release
Need more than a WordPress plugin can provide? Enterprise teams with large document volumes, advanced processing, or private infrastructure requirements should explore Premium options ↓
WP-RAG is ideal wherever visitors need answers — not just links.
Give customers instant answers about your services, pricing, and process from your existing website copy.
Let developers and users query your documentation naturally instead of hunting through pages.
Deflect common support tickets by letting your knowledge base answer questions automatically.
Surface the right spec or feature from dense product documentation without overwhelming the reader.
Employees can query training materials, onboarding docs, and internal processes conversationally.
PDFs, Word docs, and spreadsheets are first-class citizens in the index — not invisible to users.
WP-RAG is our production RAG stack packaged for WordPress. The embedding pipeline, vector search, and retrieval logic are the same foundation we build into bespoke systems for enterprise clients.
If your organization needs RAG integrated into a system that isn't WordPress — private knowledge bases, multi-tenant architectures, or RAG pipelines connected to an existing CRM or intranet — that's a custom engagement. We've built both.
// When to talk to us
Install WP-RAG, index your content, add the shortcode, and let visitors ask questions instead of digging through pages and documents.
Get in TouchDo you want to talk about WP-RAG or your web project? Reach us at hi@hauscreatives.com !
Built for teams that need more than what the plugin directory offers.
View All WordPress Plugins →