Vulnix Blog
Field notes on AI pentesting, exploit validation and application security, from the team behind Vulnix, an AI penetration testing platform.

Pentesting fundamentals
Priced Like a Scanner, Works Like a Pentester
On price, Vulnix sits next to vulnerability scanners. On what it does, it sits next to penetration tests. Here is what separates it from a scanner, and why it costs what it does.

Pentesting fundamentals
What Is AI Penetration Testing? How Autonomous Pentesting Works, and Where It Stops
An AI pentest is only as good as its evidence. Here is how an autonomous agent tests an app, what it proves, and where a human still matters.

AI and application security
Can Claude Code or Codex Replace a Pentest? What Coding Agents Prove, and What They Can't
Coding agents read the blueprint. A pentest tries the doors. Both matter, and they answer different questions.

Pentesting fundamentals
AI Penetration Testing vs. Vulnerability Scanning: What Each Can Actually Prove
Scanning gives security teams coverage. Adversarial testing supplies context and proof. Mature programs need a deliberate handoff between the two.

Exploit validation
How to Validate a Security Fix: Replay the Exploit Before Closing the Finding
A merged patch is not proof of remediation. Validate the deployed control against the attack path that produced the finding.