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An entire study platform. From zero.

MBLEx Prep AI-powered study platform for massage therapy licensure case study Web Application · AI-Integrated

A comprehensive study system for the Massage & Bodywork Licensing Exam. 7 sections, 38 lessons, 440+ questions, spaced repetition flashcards, an adaptive quiz engine, and Claude API integration for AI-powered coaching. All built by one person.

Questions
440+
Lessons
38
Quiz Modes
8
Status
Live & Ongoing
1
1The Problem

Existing study tools are terrible.

People studying for the MBLEx, the licensing exam for massage therapists, are stuck with generic flashcard apps, outdated textbooks, and expensive prep courses that don't adapt to what you actually know or don't know.

Nobody had built a modern, adaptive study platform specifically for this exam. One that learns what you're weak at, drills it automatically, and uses AI to generate personalized coaching based on your actual performance data.

2
2The Build

Study, cards, quizzes, AI. All one app.

The platform covers every angle of exam preparation. Read the material. Drill with flashcards. Test with adaptive quizzes. Get AI-generated study plans based on your weak spots. Every answer you give feeds a learning model that makes the next session smarter.

Content

Study Guide, 7 Sections, 38 Lessons

Complete exam content with tables, mnemonics, diagrams, and exam tips covering anatomy, kinesiology, pathology, benefits, assessment, ethics, and practice guidelines.

System

Spaced Repetition Flashcards

260+ cards with a confidence-based repetition algorithm. Cards you struggle with return more frequently. Cards you know fade away. Rate 1–5 on each flip.

System

Adaptive Quiz Engine

440+ questions across 8 modes: section focus, adaptive weak areas, mixed, timed, mock exam, missed review, confidence-based, and full 200-question final exam simulation.

System

Adaptive Brain

A learning model that tracks accuracy per section, per difficulty, per concept. After a few quizzes, the app knows what you don't know and drills it automatically.

AI

Claude API Integration

AI-powered coaching that analyzes weaknesses, generates personalized study plans, creates new questions on demand, and provides deep analysis of performance patterns.

System

Cram Mode

One-tap 30-minute session: high-yield cards, then adaptive quiz, then exam trap review. Zero decisions, maximum retention. Built for the night-before panic.

Product

Progress Dashboard

Pass probability estimation, brain stats, per-section accuracy breakdown, quiz history, and study schedule integration. You always know where you stand.

Product

Full Product Design & UX

Mobile-first responsive design with tab navigation, dark mode, data export/import, onboarding flow, and contextual help tooltips throughout the entire app.

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3Live & Ongoing

Shipped. Smart. Still learning.

MBLEx Prep is live and actively used by people preparing for their massage therapy license. The adaptive brain gets smarter with every quiz taken. Content continues to expand. The AI integration means the app can generate infinite personalized practice material. It never runs out of ways to test you.

 Live Product
Try the app.
MBLEx Prep →