Phishing Guard AI – Smart Website Phishing Detection System (WE WON 2ND AT HACKATHON FROM THIS PROJ)

Project Description

🛡️ Phishing Guard AI – Smart Website Phishing Detection System (Hackathon Winning Project)

📌 About the Project

Phishing Guard AI is an AI-powered cybersecurity platform designed to detect phishing websites and online scams before users become victims.

The system analyzes website content, checks suspicious links, verifies domain trust factors, and uses a trained AI model to identify phishing attempts in real time. It helps users stay safe from fake login pages, scam websites, credential theft, and social engineering attacks.

🎯 Problem Solved

Every day thousands of users lose personal information due to phishing attacks.

Traditional solutions mainly rely on blacklists and known threats, which may fail to detect newly created phishing websites.

Phishing Guard AI helps users:

✔ Detect phishing websites instantly

✔ Identify suspicious website content

✔ Analyze website trustworthiness

✔ Prevent credential theft and online scams

✔ Improve cybersecurity awareness

🔥 Key Features

✅ AI-Based Phishing Text Detection

✅ Website Content Analysis

✅ Domain Age Verification

✅ Suspicious Form Action Detection

✅ Website Risk Score Generation

✅ Real-Time Threat Analysis

✅ Scam & Social Engineering Detection

✅ User-Friendly Dashboard

✅ Detailed Security Reports

✅ Fast Website Scanning

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🤖 AI Features

* DistilBERT-Based Phishing Detection Model
* Natural Language Processing (NLP)
* Phishing Language Analysis
* Social Engineering Detection
* AI Risk Assessment System
* Intelligent Threat Classification

🔍 How It Works

1️⃣ Scans website content and text.

2️⃣ Detects phishing-related sentences using a trained AI model.

3️⃣ Checks domain age and website credibility.

4️⃣ Analyzes forms and detects suspicious data submission behavior.

5️⃣ Calculates a phishing risk score.

6️⃣ Generates warnings and security recommendations for users.

💻 Technologies Used

* Python
* Flask
* Hugging Face Transformers
* DistilBERT
* Machine Learning
* Natural Language Processing (NLP)
* HTML
* CSS
* JavaScript
* Pandas
* Scikit-Learn

📂 Files Included

✔ Complete Source Code

✔ Trained AI Model

✔ Setup Instructions

✔ Execution Guide

✔ Documentation

✔ Configuration Files

🎓 Suitable For

* B.Tech Projects
* BE Projects
* MCA Projects
* Final Year Projects
* AI & Machine Learning Projects
* Cybersecurity Projects
* Hackathons
* Research Projects

⭐ Why Buy This Project?

✔ Real-World Cybersecurity Application

✔ AI & Machine Learning Integration

✔ Trained NLP Model Included

✔ Practical Phishing Detection System

✔ Professional Project Structure

✔ Easy to Understand and Customize

✔ Ready for Academic Submission

✔ Excellent for Demonstrations and Presentations

🚀 Future Scope

* Browser Extension Integration
* Real-Time URL Scanning
* Email Phishing Detection
* Mobile Application Support
* Advanced Threat Intelligence
* Enterprise Security Dashboard

🏆 Developed and presented as a Hackathon Winning Project. This project demonstrates how Artificial Intelligence can be used to protect users from modern phishing attacks and online fraud.

Technology Used

Output

This project you will get

• Project zip file
• Execution guide
• Synopsis
• PPT
• Report