diff --git a/docs/src/pages/docs/tools/retrieval.mdx b/docs/src/pages/docs/tools/retrieval.mdx
index 2f305d9e2..50e589386 100644
--- a/docs/src/pages/docs/tools/retrieval.mdx
+++ b/docs/src/pages/docs/tools/retrieval.mdx
@@ -30,7 +30,7 @@ Chat with your documents and images using Jan's RAG (Retrieval-Augmented Generat
 
 ## Enable File Search & Vision
 
-To chat with PDFs using RAG in Jan, follow these steps:
+To chat with PDFs & images in Jan, follow these steps:
 
 1. In any **Thread**, click the **Tools** tab in right sidebar
 2. Enable **Retrieval**
@@ -39,7 +39,7 @@ To chat with PDFs using RAG in Jan, follow these steps:
 ![Retrieval](../_assets/retrieval-01.png)
 <br/>
 
-3. Once enabled, you should be able to **upload file & images** from thread input field
+3. Once enabled, you should be able to **upload file(s) & image(s)** from threads input field
 <Callout type="info">
 Ensure that you are using a multimodal model.
 - File Search: Jan currently supports PDF format