Dec 14, 2025

TrustAI

cybersecurity chrome-extension ai-agents machine-learning phishing-detection fake-news-detection

In an era where AI can generate convincing phishing pages and fake news in seconds, "seeing is believing" is no longer enough. TrustAI is an advanced Chrome Extension and Web Platform that acts as your personal digital forensic agent. Unlike traditional antiviruses that rely on slow blacklists, TrustAI uses a multi-layered AI approach to analyze the intent and context of a webpage in real-time.

What it does:

Active Phishing Defense: Detects zero-day phishing attacks by analyzing page structure, DOM elements, and visual trust signals—catching scams before they are reported.
Fake News Neutralizer: Cross-references article claims against a knowledge base of verified global news sources to instantly flag misinformation.
Visual Forensics (OCR): "Reads" text inside images and screenshots to detect text-based threats that bypass standard text filters.
Trust Score: Assigns every page a tangible User Trust Score (0-100) with detailed reasoning, so you know exactly why a page is safe or suspicious.
How we built it: We built a hybrid architecture for speed and privacy.

Frontend: The Chrome Extension (Manifest V3) interacts directly with the browser DOM, while our Next.js web dashboard provides deep-dive analytics.
Backend: A robust Django (Python) API handles the heavy lifting, orchestrating AI models for context verification and maintaining the threat database.
AI Integration: We use advanced AI Agents, LLMs and Tesseract.js (for OCR) to parse unstructured web data into structured "verdicts."

This build was uploaded as a hackathon project

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    Sunday, Dec 14th, 2025
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    Sunday, Dec 14th, 2025