Test Prep & Upskilling

Adaptive Practice at Scale

Adaptive paths, dynamic mocks, AI tutoring

LearnX automatically delivers adaptive question paths, dynamic mock tests, difficulty-based progression, and 24x7 AI tutoring at scale.

Problem Statement

Coaching centers and upskilling platforms struggle delivering personalized prep to thousands of learners without increasing staff or infrastructure.

Learner practicing adaptive test prep on LearnX

Solution

LearnX automatically delivers adaptive question paths, dynamic mock tests, difficulty-based progression, and 24x7 AI tutoring at scale.

Project Duration

5-8 months (Question bank tagging + adaptive mock engine)

Tools & Tech-Stack

Adaptive Engine:

Python logo
Difficulty model

Question Bank CMS:

React Native logo
NestJS logo

AI Tutor:

LLM (OpenAI/local)

Exam Simulator:

Time-pressured UI
Mock scoring

Process

01
Import & tag question bank Concept + difficulty
02
AI generates personalized sequences Per learner path
03
Mock tests adjust difficulty dynamically Adaptive scoring
04
Tutor handles 24x7 doubt resolution LLM answers instantly
05
Performance fed back into engine Model updates