Generic Handouts Do not Improve Patient Outcomes
Patients receive generic discharge instructions that do not address their specific conditions, medications, or literacy levels. 43% of Americans read below 6th-grade level, but most handouts are written at 10th-grade+ level. Language barriers affect 25M Americans who speak limited English. Poor understanding leads to 15-20% readmission rates and medication errors.
Personalized Education at Every Health Literacy Level
GPT-4 system that generates patient education materials customized to diagnosis, treatment plan, medications, reading level (4th-12th grade), and language (50+ languages). Output includes discharge instructions, medication guides, diet plans, and follow-up care--written for patient comprehension.
Generates education based on diagnosis and treatment plan from EHR
Adjusts reading level (4th, 6th, 8th, 10th, 12th grade)
Translates to 50+ languages with cultural adaptation
Includes medication instructions with images and dosing schedules
Adds diet/lifestyle recommendations specific to condition
Formats for print, patient portal, or SMS delivery
From Diagnosis to Comprehension
Pull Diagnosis & Meds
System reads diagnosis codes, medication list, and treatment plan from EHR via FHIR API.
Customize Content
Physician selects reading level, language, and format preferences. AI generates tailored content.
Generate Materials
GPT-4 writes discharge instructions, medication guides, warning signs, and follow-up steps.
Deliver to Patient
Print at discharge, send to patient portal, or text via SMS. Patient receives personalized guidance.
Key Features
Health Literacy Scoring
AI measures reading level with Flesch-Kincaid. Ensures materials match patient comprehension ability.
Visual Aids
Includes diagrams, medication images, and symptom illustrations. Helps non-readers understand instructions.
Cultural Adaptation
Not just translation--content adapted for cultural health beliefs and practices in 50+ languages.
Teach-Back Verification
Generates teach-back questions for nurses to verify patient understanding before discharge.
Patient Education AI Stack
Who Benefits?
Hospitals
Reduce 30-day readmissions with better discharge education. Improve HCAHPS scores for communication.
Federally Qualified Health Centers
Serve diverse populations with multilingual, low-literacy materials. Improve health equity.
Pediatric Practices
Generate parent-friendly explanations of childhood illnesses and medication instructions.