PCX: Minor fixes

Author: Oxyjun

src/content/changelog/ai-search/2025-09-19-autorag-metrics.mdx

@@ -2,13 +2,13 @@
 title: New Metrics View in AutoRAG
 description: Track file indexing, search activity, and top retrievals to understand how your AutoRAG instance is being used.
 products:
-  - autorag
+  - ai-search
 date: 2025-09-19
 ---
 
-[AutoRAG](/autorag/) now includes a **Metrics** tab that shows how your data is indexed and searched. Get a clear view of the health of your indexing pipeline, compare usage between `ai-search` and `search`, and see which files are retrieved most often.
+[AutoRAG](/ai-search/) now includes a **Metrics** tab that shows how your data is indexed and searched. Get a clear view of the health of your indexing pipeline, compare usage between `ai-search` and `search`, and see which files are retrieved most often.
 
-![Metrics](~/assets/images/autorag/metrics.png)
+![Metrics](~/assets/images/ai-search/metrics.png)
 
 You can find these metrics within each AutoRAG instance:
 

src/content/docs/ai-search/tutorial/brower-rendering-autorag-tutorial.mdx

@@ -11,7 +11,7 @@ AI Search is designed to work out of the box with data in R2 buckets. But what i
 
 :::note
 
-AutoRAG now lets you use your [website](/autorag/configuration/data-source/website/) as a data source. When enabled, AutoRAG will automatically crawl and parse your site content for you.
+AutoRAG now lets you use your [website](/ai-search/configuration/data-source/website/) as a data source. When enabled, AutoRAG will automatically crawl and parse your site content for you.
 
 :::