πŸ” Explainable AI Demo

See how AI shows its work and explains its security analysis

What Is Explainable AI (XAI)?

Traditional AI security tools act like a "black box"β€”they tell you something is dangerous but don't explain why. Explainable AI (XAI) shows its reasoning process, helping you understand, verify, and learn from its analysis.

This transparency is crucial for building appropriate trust. When you understand why AI flagged something, you can judge whether its reasoning makes sense and spot cases where you have important context the AI doesn't.

Interactive XAI Analysis

Click "Run AI Analysis" to see how an explainable AI system would analyze the suspicious email from our phishing demo. Watch as it breaks down its reasoning step-by-step.

Contrast: Black Box vs. Explainable AI

❌ Black Box AI

⚠️ This email is dangerous.

Trust Score: 8% safe

No explanation provided.

Problems:

  • Can't verify the reasoning
  • Don't learn what to look for
  • Hard to calibrate trust
  • Can't override with context

βœ… Explainable AI

⚠️ Phishing attempt detected (92% confidence)

Key indicators:

  • Domain typosquatting detected
  • High-urgency language patterns
  • Generic greeting (no personalization)
  • Fear-based manipulation tactics

Benefits:

  • Can verify each indicator
  • Learn pattern recognition
  • Understand confidence level
  • Make informed decisions

Try It Yourself

Now that you understand how XAI works, practice calibrating your trust in AI recommendations:

Practice Trust Calibration β†’ Learn More About AI Defense β†’