diff --git a/README.md b/README.md
index 8ffe9d1..183176b 100644
--- a/README.md
+++ b/README.md
@@ -1,21 +1,25 @@
 
 # `AutoTranscript`: Fully Automated Transcription using AI 
 
-`AutoTranscript` is a [PyTorch](https://pytorch.org/) based interface for. To enable fully auomated Transcription using AI models containing speaker diarization models:
+`AutoTranscript` is a [PyTorch](https://pytorch.org/) based interface speech-to-text tool to generate fully automated transcriptions. AutoTranscript uses AI models containing speaker diarization models:
 
-- [whisper](https://github.com/openai/whisper): an a general-purpose speech recognition model
-- [payannote-audio](https://github.com/pyannote/pyannote-audio) an open-source toolkit for speaker diarization
+- [whisper](https://github.com/openai/whisper): A general-purpose speech recognition model.
+- [payannote-audio](https://github.com/pyannote/pyannote-audio): An open-source toolkit for speaker diarization-.
 
-Therefore `AutoTranscript` can be used as a Commandline Interface a Webserver or as a Python API.
+`AutoTranscript` can be used as a command-line interface, a webserver, or as a Python API.
 
-## Setup: 
-For this Project, Python 3.9 were [PyTorch](https://pytorch.org/) version 1.11.0 
+## Install `AutoTranscript` : 
 
 The following command will pull and install the latest commit from this repository, along with its Python dependencies.
 
     pip install https://github.com/JSchmie/autotranscript.git
+
+- **Python version**: Python 3.9
+- **PyTorch version**: Python 1.11.0
   
-## Example Python usage
+## Usage examples
+
+### Python usage
 
 ```python
 from autotranscript import AutoTranscribe
@@ -28,9 +32,9 @@ print(f"Transcription: \n{text}")
 
 ```
 
-## Command-line usage
+### Command-line usage
 
-If you not want to control the optimization using python, you also can use the Command-line:
+If you do not want to control the optimization using Python, you also can use the command-line:
 
 	autotranscript audio.wav
 
@@ -38,10 +42,11 @@ Run the following to view all available options:
 		
 	autotranscript -h
 
+## Contact
 
 ## License 
 
-## Citation
+## Cite `AutoTranscript` :