AI in Incident Response: How I Use It During Real Investigations
Where an AI assistant can genuinely save an analyst time during an incident, and where a human must stay in charge.
2 min readIntermediate Sep 7, 2026
Explain Like I'm Not a Hacker
It's like having a fast junior analyst who reads everything instantly and drafts a first summary โ you still check their work before you trust it.
The 30-second explanation
Think of AI as a fast, tireless junior colleague. It can read a lot and draft a first summary, but it can be confidently wrong, so you check its work.
How it works
- 1
1. Evidence
Collect logs and artefacts.
- 2
2. Assist
AI drafts a summary or query.
- 3
3. Verify
The analyst checks it against the source.
- 4
4. Decide
A human approves the response.
During a ransomware incident, analysts face a mountain of information: alerts, logs, screenshots and messages, and time matters. An AI assistant can help by summarising long text, suggesting what to look at next, and turning scattered notes into a clear timeline, freeing the analyst to focus on judgement. The limits matter just as much: AI can invent details that sound right, so it should never be the final word, and sensitive incident data should only go into approved tools.
Real-world example
An analyst pastes a redacted set of process events into an approved assistant and asks for a plain-language timeline. The draft points to a suspicious sequence. The analyst then confirms each step in the original logs before writing it into the report.
How to spot it
Claims without a source
Output that states a fact without pointing to the evidence it came from.
Data leaving approved tools
Sensitive logs pasted into a service the organisation hasn't approved.
Untrusted content in the prompt
Text from logs or files that could contain hidden instructions.
Actions without sign-off
A consequential step, like isolating a host, taken without human approval.
What to do
- 1Treat every AI-drafted conclusion as a hypothesis to verify, not a finished finding.
- 2Only use tools your organisation has approved for handling incident data.
- 3Keep a human in the loop for any action with real consequences.
Stay curious. Stay safer.
This is one piece of a bigger picture. Explore more real-world examples, concepts and tips to build your cybersecurity awareness.
Keep reading
- Attacks
Ransomware: What Really Happens When Hackers Lock Your Files
2 min read - LLM Threats
Prompt Injection: How a Few Hidden Words Can Hijack an AI
2 min read - AI for Security Analysts
AI Triage: Teaching a Machine to Read Alerts Like an Analyst
2 min read - Security Basics
MFA: The Second Lock That Hackers Can Still Pick
3 min read