PharmacyRefillRadar: Prescription Gap Filler
Sends timely refill reminders based on actual pharmacy refill patterns and insurance approval timelines, helping patients avoid medication gaps.
The Problem
Patients miss medication refills because they don't know when their prescription expires, when insurance will approve refills, or when to request them from their doctor. This causes treatment gaps, hospitalizations, and worse health outcomes—especially for chronic conditions like diabetes and hypertension.
Target Audience
Patients with chronic conditions (diabetes, hypertension, asthma, mental health), caregivers managing elderly parents' medications, and patient advocacy nonprofits serving low-income populations.
Why Now?
LLMs can now reliably extract refill dates from unstructured pharmacy documents, and patient data portals are more accessible via FHIR APIs than ever before.
What's Missing
Existing solutions treat refills as static calendar reminders and ignore the messy reality: insurance pre-auth delays, doctor-response lag, and pharmacy fulfillment windows. None predict when a patient should *actually* act.
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