deep link and small fixes

Author: aninibread

src/content/docs/autorag/get-started.mdx

@@ -21,15 +21,15 @@ Before you create your first bucket, you must purchase R2 from the Cloudflare da
 
 To create and upload objects to your bucket from the Cloudflare Dashboard:
 
-1. Log in to the [Cloudflare Dashboard](https://dash.cloudflare.com) and select **R2**.
+1. Log in to the [Cloudflare Dashboard](https://dash.cloudflare.com/?to=/:account/r2) and select **R2**.
 2. Select Create bucket, name the bucket, and select **Create bucket**.
 3. Choose to either drag and drop your file into the upload area or **select from computer**.
 
 ## 2. Create an AutoRAG
 
 To create a new AutoRAG:
 
-1. Log in to the [Cloudflare Dashboard](https://dash.cloudflare.com) and select **AI** > **AutoRAG**.
+1. Log in to the [Cloudflare Dashboard](https://dash.cloudflare.com/?to=/:account/ai/autorag) and select **AI** > **AutoRAG**.
 2. Select **Create AutoRAG**, configure the AutoRAG, and complete the setup process.
 3. Select **Create**.
 
@@ -51,7 +51,7 @@ Once indexing is complete, you can run your first query:
 3. Select **Search with AI** or **Search**.
 4. Enter a **query** to test out its response.
 
-## Use AutoRAG options
+## Use AutoRAG
 
 Cloudflare provides multiple ways for developers to use AutoRAG in their applications:
 

src/content/docs/autorag/index.mdx

@@ -30,9 +30,9 @@ You can use AutoRAG to build:
 
 <div>
 	<LinkButton href="/autorag/get-started">Get started</LinkButton>
-	<LinkButton target="_blank" variant="secondary" icon="external" href="">
+	{/* <LinkButton target="_blank" variant="secondary" icon="external" href="">
 		Watch an AutoRAG demo
-	</LinkButton>
+	</LinkButton> */}
 </div>
 
 ---
@@ -45,7 +45,7 @@ Automatically and continuously index your data source, keeping your content fres
 
 </Feature>
 
-<Feature header="Binding" href="/autorag/use-autorag/workers-binding/" cta="Add to Worker">
+<Feature header="Workers Binding" href="/autorag/use-autorag/workers-binding/" cta="Add to Worker">
 
 Call your AutoRAG instance for search or AI search directly from a Cloudflare Worker using the native binding integration.
 

src/content/docs/autorag/platform/limits-pricing.mdx

@@ -7,14 +7,16 @@ sidebar:
 
 ## Pricing
 
-During the open beta, AutoRAG is free to enable. Compute operations for indexing, retrieval, and augmentation incur no additional cost during this phase.
+During the open beta, AutoRAG is **free to enable**. Compute operations for indexing, retrieval, and augmentation incur no additional cost during this phase.
 
 When you create an AutoRAG instance, it provisions and runs on top of Cloudflare services provisioned within your own account. You retain full visibility and control over these resources, and they are billed as part of your existing Cloudflare usage. These services include:
 
-- **R2**: Stores your source documents. See [R2 pricing](/r2/pricing/).
-- **Vectorize**: Stores vector embeddings and powers semantic search. See [Vectorize pricing](/vectorize/platform/pricing/).
-- **Workers AI**: Handles image-to-Markdown conversion, embeddings, query rewriting, and response generation. See [Workers AI pricing](/workers-ai/platform/pricing/).
-- **AI Gateway**: Monitors and controls model usage. See [AI Gateway pricing](/ai-gateway/reference/pricing/).
+| Service                                          | Description                                                                               |
+| ------------------------------------------------ | ----------------------------------------------------------------------------------------- |
+| [**R2**](/r2/pricing/)                           | Stores your source data                                                                   |
+| [**Vectorize**](/vectorize/platform/pricing/)    | Stores vector embeddings and powers semantic search                                       |
+| [**Workers AI**](/workers-ai/platform/pricing/)  | Handles image-to-Markdown conversion, embedding, query rewriting, and response generation |
+| [**AI Gateway**](/ai-gateway/reference/pricing/) | Monitors and controls model usage                                                         |
 
 ## Limits