AI for Medical Exam Prep — proof from MedPrüf.
MedPrüf is a bilingual adaptive exam platform for foreign doctors certifying in Austria and Germany. 10,993 active questions across Kenntnisprüfung Wien, KMP Innsbruck, and Pharmakologie. GA4 + Microsoft Clarity + a 7-tab admin dashboard wired on day one.
The problem
The Austrian Kenntnisprüfung is the gate to practicing medicine for tens of thousands of foreign-trained doctors. Existing prep material is PDF-era, monolingual, and not adaptive. The cost of a second attempt is months of lost income.
A good AI-first platform does three things: it picks the right next question, tracks mastery across subdomains, and surfaces weaknesses before the exam — not after.
What's live
- 3 exam tracks: Kenntnisprüfung Wien, KMP Innsbruck, Pharmakologie.
- 10,993 active questions (bilingual DE/EN).
- Adaptive study + practice modes.
- Feedback-on-every-question loop.
- GA4 + Microsoft Clarity instrumentation from day one.
- 7-tab internal admin — content, users, analytics, billing.
- Referral program scoped (€40 per referral, exam-fee rebate on pass).
The architecture pattern
MedPrüf is the "AI-first SaaS" blueprint applied to a vertical. The same stack underpins RetailOS and Harmonia POS. The reusable parts: Next.js 16 App Router, Supabase for data + auth, adaptive scoring on server actions, admin dashboard with seven stable tabs (Content / Users / Exams / Billing / Feedback / Analytics / Settings), bilingual copy at the component level, DKIM-authenticated transactional email via Resend.
FAQ
Why medical exam prep specifically?
Because it's a perfect fit for AI primitives — bank of structured questions, explicit mastery model, bilingual audience, high stakes, high willingness to pay. MedPrüf is the proof case.
Did you build the question content?
We built the platform, the adaptive scoring, and the authoring workflow. Content comes from subject-matter experts; the system instruments and scales it.
Can I get the same stack for another exam vertical?
Yes. The pattern (bilingual UI, adaptive scoring, feedback loop, admin dashboard, GA4+Clarity) generalizes to legal bar prep, language certification, and professional licensing. We scope it as AI-First SaaS Development.
How long did MedPrüf take to launch?
The launch-readiness sprint shipped in April 2026 with 10/15 P0 blockers closed on the same day. Crypto-first payment path, Stripe Atlas parallel track. Full stack is Next.js + Supabase + Claude.
Running an exam prep, licensing, or certification platform?
Book a fit call. We've shipped the adaptive-scoring + bilingual pattern; it generalizes.