GenAI Clinical Notes Summarizer
- Insha Ali
- Sep 29
- 1 min read
What we enabled?
- Automated discharge summary generation. 
- Doctor dictation converted into structured notes. 
- Standardized medical documentation templates. 
- Integrated summaries into EMR workflows 
How we did it?
- Used speech-to-text to capture dictations. 
- Applied LLM for summarization and structuring. 
- Integrated into EMR systems via APIs. 
- Validated with clinical staff review 
Tech Stack
- Speech-to-Text (AWS Transcribe/Whisper) 
- LLM summarization 
- EMR API integration 
- Secure hospital cloud infra process. 
What we achieved?
- 30–40% Less time on documentation 
- 20% Fewer errors in notes 
- 25% Faster patient discharge 
- 8% Higher doctor satisfaction scores 

