diff --git a/README.md b/README.md
index dc716f4..03840b5 100644
--- a/README.md
+++ b/README.md
@@ -155,7 +155,7 @@ PageIndex's hierarchical indexing enabled precise navigation and extraction of r
 
 # 🧠 Reasoning-Based RAG with PageIndex
 
-Use PageIndex to build **reasoning-based retrieval systems** without relying on semantic similarity. Great for domain-specific tasks where nuance matters (see **[more examples](https://pageindex.vectify.ai/examples/rag)**).
+Use PageIndex to build **reasoning-based retrieval systems** without relying on semantic similarity. Great for domain-specific tasks where nuance matters (see **[more examples](https://docs.pageindex.ai/doc-search)**).
 
 ### 🔖 Preprocessing Workflow Example
 1. Process documents using PageIndex to generate tree structures.
@@ -177,7 +177,7 @@ Use PageIndex to build **reasoning-based retrieval systems** without relying on
     - Generate contextually informed responses
 
 
-### 🔖 Example Prompt for Node Selection
+### 🔖 Example Prompt for Tree Search (Node Selection)
 
 ```python
 prompt = f"""