The challenge
Preventing phishing, impersonation, and malicious link execution within community communication channels in real-time before users click.
Protection engine
On-device URL heuristics, zero-latency DOM scanning, and lightweight machine learning classifiers that flag suspicious patterns without transmitting personal user data.