AI Assistant Active: Analyzing content effectiveness using cognitive models and patient persona data. Processing completed: 87%
Patient Personas
Elderly Patient with Type 2 Diabetes
73y/o, 8th grade reading level, visual impairment
Young Adult with Asthma
22y/o, college education, digital native
Parent of Child with Leukemia
42y/o, high stress, needs simplified information
ESL Patient Post Heart Surgery
56y/o, Spanish primary language, requires visuals
Middle-aged Patient with Anxiety
45y/o, information overload sensitivity, high health literacy
AI-Generated Persona Profile
Health Literacy
Digital Comfort
Visual Learning
Attention Span
Learning Preferences
Material Preview
Understanding Your Diabetes Medication
AI Recommendation
This persona would benefit from larger font sizes and more visual instructions for medication timing. Consider reducing text density by 30% and adding a daily schedule diagram.
Your doctor has prescribed Metformin to help control your blood sugar. This medication is important for managing your Type 2 Diabetes.
How to take your medication:
- Take 1 pill with breakfast
- Take 1 pill with dinner
- Always take with food
Side Effects to Watch For:
You may experience some stomach upset when you first start taking this medication. This usually goes away after a few days. Call your doctor if you experience severe side effects.
AI-Predicted Effectiveness
Overall Effectiveness
Based on cognitive modeling & patient data
Comprehension
72%
Engagement
59%
Retention
68%
Action Likelihood
62%
Attention Analysis
Expected attention spans across different sections of content
AI-Detected Issues
Text density too high for visual processing capacity
Medical terminology exceeds literacy level
Visual aids effectively communicate dosing schedule
AI Improvement Suggestions
Optimize for this persona
Predicted improvement
Simulation History
Cross-Persona Comparison
See how this content performs across different patient personas
| Persona | Comprehension | Engagement | Retention | Action Likelihood | Overall |
|---|---|---|---|---|---|
| Elderly Patient (Current) | 72% | 59% | 68% | 62% | 65% |
| Young Adult with Asthma | 87% | 53% | 71% | 64% | 69% |
| Parent of Child with Leukemia | 68% | 74% | 62% | 68% | 68% |
| ESL Patient Post Heart Surgery | 41% | 38% | 32% | 35% | 37% |
| Middle-aged Patient with Anxiety | 76% | 42% | 59% | 51% | 57% |
AI Insight: Multi-Persona Optimization
This content could be adapted to serve multiple personas more effectively. Creating a variation with simplified language and more visual cues would improve effectiveness for both elderly and ESL patients (+24% overall).