Phishing detection is shifting from static URL analysis to interactive forensics—attackers now hide malicious behavior behind interaction gates, requiring systems to actively navigate pages in isolation and extract evidence of compromise.
TraceScope is a system that detects sophisticated phishing attacks by having an AI agent interact with suspicious websites in a sandboxed browser to uncover hidden malicious behavior, then analyzing the evidence to generate a detailed security report. It solves the problem that modern phishing sites hide their true nature until users interact with them (clicking buttons, filling forms, etc.).