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Co-founder project · Healthcare

Doctor Notes

Consultation audio turned into transcripts, SOAP notes and referral letters.

System diagram

How Doctor Notes works, in 4 steps
  1. 01

    Consultation

    Audio recording

  2. 02

    Transcription

    AssemblyAI

  3. 03

    Generation

    OpenAI with managed prompts

  4. 04

    Documents

    SOAP note, referral letter

  • Input or existing system
  • We built
Built by
Muhammad Zubair, Sortup co-founder
Sector
Healthcare
What was built
AIMobile
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.

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.
All client work

Building something like Doctor Notes?

No pitch deck. An engineer, and a straight answer.