Doctors' handwriting is famously unreadable. Patients leave the clinic unable to understand their own prescription — which medicines, which tests, what advice — leading to confusion and dispensing errors.
What I built
A clean, structured, computer-typed document (symptoms, medicines, lab tests, diagnosis, doctor's advice) that anyone can read.
A spoken summary in the patient's own language (Urdu), so even a non-reader understands what the doctor prescribed.
How it works
Vision + OCRreads the handwriting.
LLMstructures and interprets it into clean sections.
TTSgenerates the Urdu voice summary.
The result
Illegible handwriting turned into a document anyone can understand.
A voice explanation in the patient's language — accessibility for low-literacy / non-English patients.
Fewer dispensing errors from misread prescriptions.
Before and after
Hear it explained in Urdu
Handwritten prescription on the left, the structured output on the right. Patient, doctor, and clinic details are redacted.
Have documents your patients struggle to read? Let's talk.
Tell me where your team is losing time. If I can automate it, I'll show you how.
