diff --git a/patchwork/steps/GenerateEmbeddings/README.md b/patchwork/steps/GenerateEmbeddings/README.md
index 45400c437..66c267c7f 100644
--- a/patchwork/steps/GenerateEmbeddings/README.md
+++ b/patchwork/steps/GenerateEmbeddings/README.md
@@ -1,19 +1,19 @@
-## `patchwork/steps/GenerateEmbeddings/GenerateEmbeddings.py`
+# Summary of `GenerateEmbeddings.py` 
 
-### Inputs:
-- `inputs` dictionary with keys `"embedding_name"` and `"documents"`.
+## Inputs:
+- The code imports necessary modules and functions.
+- Defines a function `filter_by_extension` to filter files by their extensions.
+- Defines a function `split_text` to split a document text into chunks.
+- Creates a class `GenerateEmbeddings` that inherits from `Step`.
+    - Constructor `__init__` initializes the class instance with required data.
+    - Method `run` processes documents for embedding generation.
 
-### Code:
-- Defines `filter_by_extension` function to filter files by extension.
-- Defines `split_text` function to chunk text based on given parameters.
-- Class `GenerateEmbeddings(Step)` inheriting from `Step`.
-- Checks for required keys in the input dictionary.
-- Initializes the step with input data and sets up a client connection to a vector database.
-- Runs the step by processing documents and embeddings, splitting document texts if needed, and upserting data into the vector database.
-
-### Outputs:
+## Outputs:
+- The `GenerateEmbeddings` class processes document texts and embeddings, generates embeddings, and saves them to a database collection.
 - Returns an empty dictionary.
 
-## `patchwork/steps/GenerateEmbeddings/__init__.py`
-
-- Empty file.
\ No newline at end of file
+## Usage:
+1. Import the `GenerateEmbeddings` class from the module.
+2. Create an instance of `GenerateEmbeddings` with the required input dictionary.
+3. Call the `run` method to generate embeddings for the provided documents and store them in the database collection.
+4. Receive the output dictionary indicating the completion of the embeddings generation process.
\ No newline at end of file