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Volume 12, Issue 4 (April 2026)

Ai-based Quiz Solving Tutor With Personalized Learning

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7.883
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Volume 12 Issue 07

July 2026

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Author(s)

Prof S.B.Nimbekar Abhijit Jadhav Bhavesh Hire Chinmay Deshmukh Aditya Kumbhar

Abstract

This Work Introduces The Design, Architecture, And Full-stack Development Of Quizmify Production, An AI-based SaaS Grade Quiz Creation And Real-time Multiplayer Assessment Appli-cation. The Solution Includes An LLM-based Question Generator Backend (Groq – Llama-3.3-70B), Socket.IO-driven Real-time Multiplayer Environment For Engaging Quizzes, OAuth2 Authenti-cation Via NextAuth.js, PostgreSQL Database With Prisma ORM Management, And A Razorpay Payment Gateway For Managing Premium Subscriptions. The Web Application Is Built Using Next.js 15, React 19, And TypeScript 5.8, With Support For Both Multiple-choice And Free Response Quizzes With Adjustable Difficulty, Topic Filtering Options, And An NLP-based Keyword Overlap Evaluation Approach For Short Answers. Experiments Reveal Sub-200 Ms Question Generation Time, Under 20 Ms Answer Evaluation Time, And Stable Real-time Multiplayer Communication With Around 500 Concurrent Rooms Per Node.js Instance. The Architectural Design Offers A Reproducible Framework For Building Scalable And AI-integrated Educational Applications.

Keywords

Quiz Generation LLM Socket.IO Next.js Prisma ORM Edtech Real-time Multiplayer NLP Answer Valida-tion SaaS Gamification WebSocket Automatic Question Creation

Paper ID

IJSARTV12I4105203

Publication Date

April 30, 2026

Research Area

Computer Engineering

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