Co-founder project · Healthcare
Doctor Notes
Consultation audio turned into transcripts, SOAP notes and referral letters.
System diagram
- 01
Consultation
Audio recording
- 02
Transcription
AssemblyAI
- 03
Generation
OpenAI with managed prompts
- 04
Documents
SOAP note, referral letter
- Input or existing system
- We built
- Built by
- Muhammad Zubair, Sortup co-founder
- Sector
- Healthcare
- Stack
- AssemblyAI
- OpenAI
- LangChain
- PromptLayer
- Django
- Client
- A clinical documentation app for doctors.
- Engagement
- Zubair built the pipeline from consultation audio to structured clinical documents.
Proof you can open
The challenge
Clinicians lose patient time to writing SOAP notes and referral letters.
The solution
AssemblyAI transcription, chosen after evaluating transcription models, then OpenAI generation into SOAP notes and referral letters, with prompts managed in PromptLayer and LangChain on Django.
The impact
- Transcripts from consultation audio.
- SOAP notes and referral letters in the formats clinicians use.
- Transcription models compared before choosing one.
Building something like Doctor Notes?
No pitch deck. An engineer, and a straight answer.



