How We Automated Patient Follow-Up for Healthcare Practices (Full Technical Breakdown)

How We Automated Patient Follow-Up for Healthcare Practices (Full Technical Breakdown) If you run a medical practice, you already know: 47% of patients who need a follow-up never book one. That's not a people problem. It's a systems problem. And it has a $8,000-$25,000/month price tag. We built a system that fixes it. Here's the full technical breakdown. The Problem A typical practice with 500 patient visits per month: 235 patients need some kind of follow-up (47%) Staff manually calls each one — when they have time 30-50% never get contacted The ones who do get called play phone tag for days Result: 100+ missed appointments per month At $150-$300 per appointment, that's $15,000-$30,000 in lost revenue. Every single month. The Architecture Our system has 4 layers: Layer 1: Patient List Ingestion Staff exports a CSV from their EHR once per week. That's the only manual step. The system parses: patient name, phone, email, provider, follow-up type, and preferred appointment window. Layer 2