Concept demo · HealthLiteracyCopilot vision · People, plans and numbers are illustrative · Not medical advice← Back to the concept
HealthLiteracyCopilot sample artifact · Persona-tailored variants + persona testing · Audience: 4 member personas (flu season outreach) ✦ AI-assisted · Clinical review required · Provenance label (illustrative) © HealthcareGPS Inc - Copyright 2026
One approved core message, four doors in. HealthLiteracyCopilot would change words, format, language and story, never the clinical facts. All persona test scores on this page are simulated — illustrative.
Sample Health Plan · Flu season

Same truth.Many doors.

One flu-vaccine message, made four ways for four people. The facts never change. The way in does. Then HealthLiteracyCopilot would test each version with simulated personas (not patients) before a real person ever sees it.

🔒 Core message · clinical facts locked

Get your flu vaccine this fall. It’s for everyone 6 months and older, every year. Best by the end of October. It’s $0 with your plan at in-network pharmacies and doctors. The shot can’t give you the flu. You may have a sore arm or mild aches for a day or two.

F1 · 6 months+, every yearF2 · best by end of OctF3 · $0 in-networkF4 · can’t give you fluF5 · sore arm 1–2 daysF6 · where to get it
Show the one-size-fits-all version instead
ALL SCORES SIMULATED — ILLUSTRATIVE
Why this works
Evidence basisTailored health messages tend to outperform generic ones on attention, recall, and behavior (Kreuter et al.; Noar, Benac & Harris 2007 meta-analysis of tailored print). Narrative and peer stories can reduce resistance among skeptical audiences (entertainment-education literature). Audio and large high-contrast type serve people with low vision. Language-concordant materials improve understanding for people with limited English proficiency. Facts align with mainstream CDC guidance (annual flu vaccine for 6 months+, ideally by end of October; adults 65+ preferentially offered higher-dose, adjuvanted, or recombinant vaccine).
BCTs5.1 Information about health consequences · 9.1 Credible source · 6.2 Social comparison / 6.3 Information about others’ approval (peer story) · 12.1 Restructuring the environment (no-appointment pharmacy) · 1.2 Problem solving (cost, time, fear of side effects) · 7.1 Prompts/cues.
COM-B targetJay: Opportunity (time, cost). Evelyn: Capability (access to information). Lucía: Capability + Motivation (safety for kids). Earl: reflective Motivation (beliefs, trust).
GuardrailsLocked facts (F1–F6) are checked in every variant. Persona-specific additions must come from an approved fact module (e.g., 65+ vaccine options). Peer stories are labelled as composites, never presented as real members. Variants are assessed for readability, Spanish quality, and accessibility before review.
How HealthLiteracyCopilot would make itCore message → HealthLiteracyCopilot’s fact lock extracts claims → persona-aware generation per channel → readability and accessibility assessment → simulated persona tests (comprehension probes, barriers, emotion) → diff vs. core → clinical/MLR review → export to SMS, IVR/audio (voiced with a disclosed synthetic voice), video script, and print.
What a pilot would measurePersona-test comprehension before vs. after tailoring (simulated, then validated with real member panels), click/reply rates by variant, flu vaccination claims rate (HEDIS FVA/AIS-E), disparities by language and age. Measures a pilot would track, not results or promised effects.