Concept demo · HealthLiteracyCopilot vision · People, plans and numbers are illustrative · Not medical advice← Back to the concept
HealthLiteracyCopilot sample artifact · Micro-learning course · Audience: Adults newly told they have high blood pressure (persona “Andre, 52, busy, phone-first”) ✦ AI-assisted · Clinical review required · Provenance label (illustrative) © HealthcareGPS Inc - Copyright 2026
How HealthLiteracyCopilot would make it from a plan’s hypertension guide: persona-tailored, assessed for plain language (target grade 5–6), and locked to reviewed clinical facts. Provenance badge is illustrative.
Sample Health Plan · Heart Health

Pressure Points: 5 days, 60 seconds a day.

Small lessons. Quick check-ins. A calmer heart. Learn one thing each day about your blood pressure — and what to do about it.

Your growing plant A small plant in a pot. It grows one leaf for each day you finish.

Your plant

Finish a day to grow a leaf. Missed a day? That’s okay — your plant waits for you.

0 of 5 daysStreak: 0

Your path

Today’s lesson

Pick Day 1 on your path to start. Each day takes about one minute.

Home reading coach

Took your blood pressure at home? Type it in. We’ll tell you what it means in plain words.

Top number = pressure when your heart beats. Bottom number = pressure when your heart rests.

Your result will show here

Categories follow the American Heart Association. One reading is a snapshot — your care team looks at many readings over time.

Why this works
Evidence basisRetrieval practice and spaced repetition improve long-term recall more than re-reading (testing effect; Roediger & Karpicke). Short, single-idea lessons reduce cognitive load. Home blood pressure self-monitoring is recommended by the AHA and supports better control when paired with action steps. Plain, grade 5–6 language helps people with limited health literacy.
BCTs (BCT Taxonomy v1)4.1 Instruction on how to perform the behavior · 2.3 Self-monitoring of behavior · 2.6 Biofeedback (reading coach) · 7.1 Prompts/cues · 8.1 Behavioral practice/rehearsal · 10.4 Social reward (gentle praise) · 1.4 Action planning (Day 5).
COM-B targetCapability (psychological): knowing numbers and how to measure. Motivation (reflective): “I can do this.” Opportunity: cues tied to daily routines.
Ethical engagementNo loss-framing, no streak-shaming, no countdown pressure. Missing a day costs nothing. Rewards are a growing plant, not points to buy.
Persona“Andre, 52” — newly diagnosed, works shifts, reads on his phone in short breaks, distrusts long pamphlets. Simulated persona testing (not patients) flagged “sodium” and “hypertension” as jargon; both were replaced.
How HealthLiteracyCopilot would make itSource: the organization’s approved hypertension guide → HealthLiteracyCopilot would split it into 1-idea cards, write quiz items with distractors drawn from common misconceptions, check every card against locked clinical facts, assess readability per card, and send the course through MLR/clinical review. Spanish and other languages use the same structure.
What a pilot would measureProximal: quiz accuracy on Day 5 recap, self-efficacy item, readings logged. Distal (measured by the organization in its own systems): BP control (HEDIS CBP), medication adherence (PDC for RAS antagonists). Measures a pilot would track, not results or promised effects.