diff --git a/README.md b/README.md
index 4b813db9..bbf1db9c 100644
--- a/README.md
+++ b/README.md
@@ -55,8 +55,7 @@ from qdrant_client import QdrantClient
 
 # Initialize the client
 client = QdrantClient("localhost", port=6333) # For production
-# OR if you just want to try it out quickly:
-# client = QdrantClient(":memory:")
+# client = QdrantClient(":memory:") # For small experiments
 
 # Prepare your documents, metadata, and IDs
 docs = ["Qdrant has Langchain integrations", "Qdrant also has Llama Index integrations"]
@@ -66,12 +65,12 @@ metadata = [
 ]
 ids = [42, 2]
 
-# If you want to change the default model:
+# If you want to change the model:
 # client.set_model("sentence-transformers/all-MiniLM-L6-v2")
 # List of supported models: https://qdrant.github.io/fastembed/examples/Supported_Models
 
-# Use the new add() method instead of upsert() method
-# This internally calls embed() method of the configured embedding model
+# Use the new add() instead of upsert()
+# This internally calls embed() of the configured embedding model
 client.add(
     collection_name="demo_collection",
     documents=docs,