Product/Agentic Sandboxing
Threats hide behind trusted sources. Our agents follow them anyway.
Modern phishing attacks route through two to five legitimate-looking redirects before revealing the payload. URL reputation checkers never see the real threat. Cambrient's AI agents crawl every hop, render every page, and reason about what they find, the way a human analyst would but in milliseconds.
Live agent trace
Crawling
Threat detected
Pending
Cambrient agents follow each redirect hop in real time, rendering pages and reasoning about intent at every step.
2-5
Average redirect hops in modern phishing attacks
0ms
Additional delay to email delivery
99.9%
Catch rate including multi-hop chains
100%
Of links analyzed, not just flagged ones
The problem
Why redirect chains defeat traditional security.
URL reputation checkers and signature-based filters see only the first hop. Attackers know this, and they exploit it deliberately.
Trusted domains as cover
Attackers route through legitimate services like Bit.ly, Google Redirect, Firebase, and Cloudflare Pages to fool URL reputation checks. The first hop looks clean because it is.
Two to five hops before the payload
The actual credential harvester or malware is never in the first URL. By the time a human analyst follows the chain manually, the page may have already changed.
Time-gated and geo-fenced pages
Modern phishing kits only show the malicious payload to targets in the right geography, at the right time. Static sandboxes and reputation checkers never see the real thing.
Evasion by design
Redirect chains are intentionally built to defeat automated scanning. The only way to beat them is to behave like a real user. Follow every link, render every page, reason about what you see.