diff --git a/docs/ai/build/rag.md b/docs/ai/build/rag.md
index 9bdb5f01d51..a6859a2be77 100644
--- a/docs/ai/build/rag.md
+++ b/docs/ai/build/rag.md
@@ -8,12 +8,29 @@ Retrieval Augmented Generation (RAG) allows developers to provide a knowledge ba
 
 Defining the RAG data set is largely up to the user to define. Currently only [Lance DB](https://lancedb.github.io/lancedb/) is supported. You can [review Lance DB's documentation](https://lancedb.github.io/lancedb/basic/) to determine the best way to ingest and embed your chosen RAG source data.
 
-We do provide an off the shelf way to create a table from markdown files. This will parse and chunk the content appropriately and use the `nomic-embed-text` model to generate vectors.
+We do provide a couple of tools to create a table from different sources.
+
+### From Markdown
+
+This will parse and chunk the content appropriately and use the `nomic-embed-text` model to generate vectors.
 
 ```shell
 subql-ai embed-mdx -i ./path/to/dir/with/markdown -o ./db --table your-table-name --model nomic-embed-text
 ```
 
+### From Web
+
+This will parse all the visible text from the specified web page(s). You can specify the scope for how many links are followed to pull in more data.
+
+Scope options:
+- `none` - Only the page of the specified URL
+- `domain` - Only the domain of the URL
+- `subdomain` - Only the domain of the URL and any subdomains
+
+```shell
+subql-ai embed-web -i https://subquery.network -o ./db --table your-table-name --model nomic-embed-text --scope doamin
+```
+
 ::: info
 
 You can follow through a step by step tutorial on how parse, vectorise, and add the resulting RAG database to your AI App in our [RAG quick start guide](../guides/subquery-docs-rag.md).
diff --git a/docs/ai/run/cli.md b/docs/ai/run/cli.md
index ff3af8ba1d8..ccf665922af 100644
--- a/docs/ai/run/cli.md
+++ b/docs/ai/run/cli.md
@@ -6,6 +6,7 @@ Run a SubQuery AI app
 Commands:
   subql-ai            Run a SubQuery AI app                            [default]
   subql-ai info       Get information on a project
+  subql-ai embed-web  Creates a Lance db table with emdeddings from a Web source
   subql-ai embed-mdx  Creates a Lance db table with embeddings from MDX files
   subql-ai repl       Creates a CLI chat with a running app
   subql-ai publish    Publishes a project to IPFS so it can be easily