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// PROJECT DETAIL2025
Plagiarism Detection Tool
CompletedAI-powered app for real-time plagiarism checking with smooth UI.
Coming Soon🔒 Private
// PRODUCT PREVIEW10 screenshots
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Problem
Manual plagiarism review is slow, inconsistent, and difficult to scale for large submissions in academic and content-review workflows.
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Solution
Developed a real-time plagiarism checker that parses submissions, runs similarity checks through an AI-assisted pipeline, and presents highlighted overlaps with confidence indicators.
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Data Flow
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User uploads or pastes content
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React UI sends normalized text payload
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Detection service computes similarity index
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REST API returns matched segments and score
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Dashboard renders report with highlighted text
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Challenges
- Reducing false positives in common phrase detection
- Handling large document input while keeping response time low
- Designing report visuals that are easy to review quickly
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By the Numbers
0%Detection Accuracy
0sAverage Scan Time
0 clickReport Export Flow
0+Documents Analyzed
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Outcome
✓ Faster plagiarism checks for classroom and project submissions
✓ Improved confidence in originality review with highlighted matches
✓ Cleaner and simpler reviewer workflow in one interface
Architecture
Frontend
React + Tailwind CSS + MUI
Submission Engine
File and text input normalization
Detection Layer
AI-assisted similarity scoring pipeline
API Integration
REST API for processing and result fetch
Result View
Real-time highlighted match output
Session Store
Temporary result cache for quick review
Tech Stack
ReactTailwind CSSMUIREST API