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Case study · Cybersecurity

Security Operations Center with an AI Analyst

An open-source security operations center that detects and responds to attacks, with an AI analyst that takes no action without human approval.

Type of work
Threat monitoring and response
Field
A team-built applied project
Service
Cybersecurity
Technologies
WazuhSuricataYARAauditdPython
Security Operations Center with an AI Analyst
01

The challenge

AI in security is either useless or dangerous: an assistant that invents a rule ID or blocks an innocent address is worse than none. Automatic response built on a single rule can look fine in a demo and fail against a real attack.

02

What we built

We built the center on open-source monitoring for network, files and endpoints, with documented use cases tested against real attacks in a lab.

We built the AI analyst on one rule: it ranks and filters from a fixed list of actions only, execution requires human approval, protected addresses are never touched, and every action is written to an audit log.

We reviewed the blocking rules against real logs rather than the plan, found a common attack that was getting through unblocked, and fixed it.

03

The outcome

A center that detects the attack, proposes the action and blocks the attacker within moments of approval, with a full audit trail.

Key features

What sets this work apart

Screens from the system

Screens from the system

Screens are taken from the systems themselves, not mock-ups.

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