Process

How PhishGuard Works

Three-stage analysis combining AI, real-time lookups, and battle-tested heuristics.

Step 01

URL & Domain Parsing

The URL is broken down into its components — scheme, domain, path, query. We check length, special characters, subdomains, suspicious TLDs, and encoded characters immediately.

Step 02

Machine Learning Model

30 hand-crafted features are fed into a trained classifier. The model was trained on thousands of phishing and legitimate URLs to identify subtle statistical patterns.

Step 03

Risk Score & Report

All signals are merged into a 0–100 risk score. SSL validity, domain age (WHOIS), and network behaviour are factored in for a final verdict with a detailed breakdown.