diff --git a/docs/extra/components/choose_generator_llm.md b/docs/extra/components/choose_generator_llm.md
index e20bcabaa..13c6e04db 100644
--- a/docs/extra/components/choose_generator_llm.md
+++ b/docs/extra/components/choose_generator_llm.md
@@ -5,14 +5,14 @@
     pip install langchain-openai
     ```
 
-    then ensure you have your OpenAI key ready and available in your environment
+    Then ensure you have your OpenAI key ready and available in your environment
 
     ```python
     import os
     os.environ["OPENAI_API_KEY"] = "your-openai-key"
     ```
 
-    Wrapp the LLMs in `LangchainLLMWrapper` so that it can be used with ragas.
+    Wrap the LLMs in `LangchainLLMWrapper` so that it can be used with ragas.
 
     ```python
     from ragas.llms import LangchainLLMWrapper
@@ -31,7 +31,7 @@
     pip install langchain-aws
     ```
 
-    then you have to set your AWS credentials and configurations
+    Then you have to set your AWS credentials and configurations
 
     ```python
     config = {
@@ -43,7 +43,7 @@
     }
     ```
 
-    define you LLMs and wrap them in `LangchainLLMWrapper` so that it can be used with ragas.
+    Define your LLMs and wrap them in `LangchainLLMWrapper` so that it can be used with ragas.
 
     ```python
     from langchain_aws import ChatBedrockConverse
diff --git a/docs/getstarted/rag_testset_generation.md b/docs/getstarted/rag_testset_generation.md
index 48300662d..c681cd7c5 100644
--- a/docs/getstarted/rag_testset_generation.md
+++ b/docs/getstarted/rag_testset_generation.md
@@ -3,7 +3,7 @@
 This simple guide will help you generate a testset for evaluating your RAG pipeline using your own documents.
 
 ## Quickstart
-Let's walk through an quick example of generating a testset for a RAG pipeline. Following that will will explore the main components of the testset generation pipeline.
+Let's walk through a quick example of generating a testset for a RAG pipeline. Following that we will explore the main components of the testset generation pipeline.
 
 ### Load Sample Documents