The Situation

Your security tools now come with AI assistants, and vendors are pitching "agentic SOC" platforms that claim to investigate alerts on their own. Your team is small and overloaded, so the promise is appealing. You need to know where AI will genuinely save hours, and where it will add cost and risk.

Here's a practical split.

Five Uses That Pay Off Today

1. Alert Summaries

An AI assistant reads an alert plus its related events and writes a plain-language summary: what happened, on which device, involving which user, and why it matters. Analysts spend less time clicking through tabs to build the picture.

Where you'll see it: Microsoft Security Copilot, CrowdStrike Charlotte AI, SentinelOne Purple AI, Google Security Operations with Gemini, and most SIEM and XDR platforms.

2. First-Pass Triage

AI can group related alerts into one incident, enrich them with context such as user role, device importance and threat intel, and rank them. Some products now use AI agents to complete routine triage steps on their own and hand analysts a recommendation.

Why it pays: Alert volume is the biggest drain on small teams. Even a modest cut in time per alert compounds quickly.

3. Plain-Language Queries

Instead of writing KQL, SPL or another query language, an analyst types "Show every sign-in for this user from outside the U.S. in the last 7 days." The AI writes the query and the analyst checks it.

Why it pays: It makes junior analysts productive sooner and saves senior analysts routine query writing.

4. Incident Reports and Handoffs

Shift handoffs, incident timelines and executive summaries are time-consuming to write and easy for AI to draft. A person still reviews them, but writing time drops substantially.

5. User-Reported Phishing Review

Teams that get dozens of "Is this phishing?" reports a day can use AI to classify them, close the obvious ones and escalate the rest. Several email security and SOAR tools now do this well.

Three That Aren't Ready Yet

1. The Fully Autonomous SOC

AI can take on more routine work every quarter. But containment decisions that affect the business, such as shutting down a production server or locking out an executive mid-deal, still need human judgment and accountability.

2. Replacing Analysts

In practice, teams that adopt AI handle more incidents with the same people, rather than cutting staff. Budget for AI as a productivity tool, not a headcount replacement.

3. Trusting AI Without Checking

AI summaries can be confidently wrong. They can also be manipulated: attackers can plant text in logs, file names or emails designed to mislead an AI that reads them, a technique called prompt injection. Every AI conclusion that leads to action needs a human check.

Guardrails to Set Before You Turn It On

  • Define what AI may do alone. Summaries and enrichment: fine. Isolating devices or disabling accounts: require approval, at least at first.
  • Know where your data goes. Where is it processed? Is it used to train the vendor's models? Is that in the contract?
  • Log AI actions. You should be able to see what the AI did and why, for audits and post-incident reviews.
  • Check the price. Some AI features are included, while others are billed by usage or as an add-on. Usage-based pricing can grow quickly.

How to Measure Whether It's Working

Pick two or three numbers and track them for 60 days before and after:

Metric What good looks like
Median time to triage an alert Clearly lower
Alerts closed per analyst per shift Higher, with no rise in missed incidents
Time to write an incident report Clearly lower
False escalations to senior staff Lower

If the numbers don't move, the feature isn't worth paying extra for, whatever the demo showed.

What to Do Next

Check which AI features your current tools already include. Most teams have at least one assistant they haven't turned on. Start with alert summaries and report drafting, which are the lowest risk and fastest to show value.

Buying or renewing soon? Stackcurve advisors help IT leaders compare vendors, benchmark pricing and negotiate contracts at no cost to you. Talk to an advisor → or get your free Cyber-Ready Score →

← Back to Blog

Stackcurve is independent. No vendor pays for placement or editorial influence on this blog.