Clinical AI PipelineHealthcare2025 Pakistan
Hospital Network (under NDA)
Cut EEG report turnaround from hours to minutes.
Built an AI pipeline that takes raw EEG signals and produces draft clinical reports for neurologist review.
Challenge
Neurologists were spending 45–90 minutes per EEG drafting reports. Backlogs stretched into days. Junior staff couldn't reliably draft first passes.
Approach
Designed a pipeline combining EEG signal classifiers with a fine-tuned LLM that produces structured, template-matched reports. Physicians review, edit, and sign — never bypassed.
Outcome
Report drafting time reduced by 70%. Backlog cleared within weeks. Physicians report higher consistency in junior-drafted output.
Results
−70%
Drafting time
3 wks
Backlog cleared
Tech stack
PythonPyTorchFastAPINext.jsPostgreSQL
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