MedPulse AI – n8n Lecture-to-USMLE Vignette Factory & Spaced-Repetition Engine
Dual-pipeline n8n workflow that transforms uploaded medical lecture videos into peer-reviewed USMLE clinical vignettes and runs nightly spaced-repetition push notification nudges.
- Client : Med Ace Medical Academy
- Duration : 6 Weeks
- Year : 2026
- Tags : Automation , n8n , AI Agents , EdTech , Medical LMS
- Website : medace.org
Project Overview: MedPulse AI – n8n Lecture-to-USMLE Vignette Factory & Spaced-Repetition Engine
MedPulse AI is an automated educational content factory and student retention orchestrator built on n8n for the Med Ace medical e-learning ecosystem (medace.org).
The Business Challenge & Technical Requirements
Authoring high-quality USMLE clinical case vignettes—complete with lab values, 5 plausible options, and detailed distractor explanations—took medical faculty up to 45 minutes per question.
Live Platform & Mobile Application Screens (medace.org)
Technical Architecture & Full-Stack Implementation
Cynsera engineered an n8n multi-agent pipeline: when a professor uploads a new lecture video, n8n extracts the audio, generates a timestamped clinical transcript, chains a Writer Agent and a Senior Medical Reviewer Agent to draft 15 NBME-style clinical vignettes, and stages them in the Med Ace admin dashboard for one-click approval. A companion nightly n8n cron workflow analyzes student forgetting curves and sends personalized Firebase Cloud Messaging (FCM) flashcard nudges.
Key Outcomes & Measurable Impact
Accelerated faculty QBank authoring speed by 10x (12,000+ generated vignettes) and increased daily active student retention by 34%.
Explore the Live Platform: Visit medace.org ↗