Product/Agentic Sandboxing

Threats hide behind trusted sources.
Our agents follow them anyway.

Modern phishing attacks route through 2–5 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.

See It in Action →How It Works

Live Agent Trace

Crawling

Threat detected

Pending

Agent active

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 — Bit.ly, Google Redirect, Firebase, Cloudflare Pages — to fool URL reputation checks. The first hop looks clean because it is.

2–5 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.

How Cambrient's Agents Work

Not a scanner. A detective.

Follow every redirect

Cambrient's agents fetch and follow each hop in the redirect chain, rendering JavaScript and handling meta-refresh redirects just as a browser would.

Read the page, don't just check its URL

At each destination the agent inspects the rendered DOM — form fields, logos, brand names, login prompts — and compares them against the expected sender context.

Reason about intent

The agent doesn't match patterns. It asks: does this page make sense given the email's claimed sender? Is there a login form that shouldn't be here? Does the brand match the domain?

Render a verdict with explanation

Every hop gets an assessment. The final verdict is a human-readable summary of the full chain — not a score, but a reason — delivered to both the analyst and the end user.

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