Turn an IOC into multiple detection rules with AI

Configurare noua (How To)

Situatie

During an investigation, you may find an Indicator of Compromise (IOC) such as a suspicious domain, IP address, file hash, or filename.

Solutie

Step 1 – Start with an IOC

For this example, we’ll use a fictional IOC:

Domain: suspicious-example.test
IP: 203.0.113.50
SHA256: 0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef

These are test values, not real malicious infrastructure.

Step 2 – Ask AI to Convert the IOC

Instead of manually writing every rule, give the IOC to AI:

I'm working in an authorized security lab.

Convert these fictional IOCs into detection examples for:
1. Sigma
2. Suricata
3. YARA

IOC:
Domain: suspicious-example.test
IP: 203.0.113.50
SHA256: 0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef

For each rule:
- Explain what it detects
- Explain important fields
- Point out possible false positives

The AI can produce different rule formats depending on the tool you’re using.

For example, a Sigma rule might look conceptually like:

title: Suspicious Test Domain Access
status: test
logsource:
  category: proxy

detection:
  selection:
    url|contains: 'suspicious-example.test'

  condition: selection

level: high

Step 3 – Ask AI to Adapt the Rule

Different environments use different logging systems.

You can ask:

Adapt this detection logic for our web proxy logs.

Our domain field is called destination_domain.
Keep the detection logic the same.
Explain any changes you make.

This is much more useful than simply asking AI to “write a security rule.”

You’re providing the IOC + tool + log format + expected behavior.

Step 4 – Test Before Deployment

Never assume a generated rule is correct.

Test it against:

  • known matching events
  • known non-matching events
  • similar but legitimate traffic
  • unusual formatting

Then tune the rule to reduce false positives.

A Useful IOC Workflow

You can turn:

IOC
 ↓
AI
 ↓
Sigma / YARA / Suricata / SIEM Query
 ↓
Review
 ↓
Test
 ↓
Deploy

This makes AI useful as a security engineering assistant, rather than simply a tool for explaining cybersecurity concepts. The key is to provide enough context for AI to generate something that actually fits your environment.

Tip solutie

Permanent

Voteaza

(7 din 15 persoane apreciaza acest articol)

Despre Autor

Leave A Comment?