TrustShield AI: Hybrid ML-Based Phishing Detection using Flask, scikit-learn & MongoDB

The Problem That Made Us Build This Phishing emails are getting much harder to identify. They’re no longer the obvious scam messages with bad grammar or strange formatting. A lot of them look completely normal, with proper structure, clean language, and sometimes even convincing enough to make you pause and think before deciding whether they’re real or not. While exploring this area, we came across several examples where it wasn’t immediately clear whether an email was genuine or malicious. That