Skip to content
Cyber Unboxed
AI for Security Analysts

AI Triage: Teaching a Machine to Read Alerts Like an Analyst

Alert triage is repetitive and time-consuming, which makes it a natural candidate for AI support, with the right guardrails.

2 min readBeginner Jul 30, 2026

Explain Like I'm Not a Hacker

It's like a fast intern who skims every alert first and flags the ones actually worth your attention — you still make the final call.

The 30-second explanation

Most alerts are false alarms. AI can do the first quick read of each one, so people focus on the ones that really matter.

How it works

  1. 1

    1. Alert

    Raised by the SIEM or EDR.

  2. 2

    2. Enrich

    Context is added automatically.

  3. 3

    3. Suggest

    AI proposes a priority and next steps.

  4. 4

    4. Decide

    The analyst confirms or escalates.

A busy security team can receive far more alerts than it can carefully read. Most turn out to be harmless, but each one still needs a look. An AI assistant can do a first pass: gather the related information, describe what happened in plain language, and suggest whether it looks routine or worrying. The analyst still decides — the gain is time and consistency, not replacing judgement.

Real-world example

An alert says a user signed in from a new country. The assistant notes the user's recent travel calendar entry and a matching VPN change, and suggests a low priority. The analyst confirms and closes it in seconds.

How to spot it

  • Suggestions that disagree with outcomes

    A pattern where the AI's priority doesn't match what analysts later find.

  • Missed true positives

    Real issues quietly downgraded without anyone noticing the trend.

  • Opaque reasoning

    A verdict with no explanation of what led to it.

  • Skills quietly fading

    Analysts leaning on suggestions instead of building their own judgement.

What to do

  1. 1Track how often the AI's suggestion matches the analyst's final call.
  2. 2Spot-check downgraded alerts regularly, not just the escalated ones.
  3. 3Keep the reasoning behind a suggestion visible, not just the verdict.

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.

Explore More

Keep reading