The AI Future of Security and IT Operations

01.04.25 09:24 PM By Aby Olival

From Alert Fatigue to Autonomous Agents: 
How AI is Supercharging Security Operations and Observability

It’s late on a Friday evening, and Jess, a security analyst at a top-in-their-class organsation, notices something subtle yet alarming in the logs. But unlike the overwhelming flood of alerts her colleagues constantly complain about at industry conferences, Jess has the opposite problem - a suspicious silence. Budget constraints have forced her company to limit log data ingestion into their SIEM, creating blind spots that constantly gnaw at her peace of mind.


Tonight, however, is different. Jess’s new AI-powered security sidekick pings her: "Hey Jess, noticed something weird - could be data sneaking out. Wanna check?" It immediately hands over detailed context and recommends quick actions. This isn't some sci-fi future, it's today's AI transforming security and IT operations ensuring threats never slip by unnoticed again.

Goodbye SIEM Headaches, Hello AI Superheroes

Many security teams aren’t drowning in alerts - they’re starving for insight. Traditional SIEM tools often force organisations into tough choices: ingest less data to control costs but risk missing crucial threats. This isn’t just frustrating, it's dangerous.


Enter AI-driven security co-pilots - intelligent agents that supercharge your security without breaking the bank. Forget trade-offs. Reports indicate most security teams face reduced visibility because of these limitations. But with AI, you can optimise visibility, boost detection, and make every dollar count.

Take action: Start by assessing where your organisation’s blind spots might be due to budget-driven log ingestion limits. Document these gaps clearly and explore AI-powered solutions specifically designed to bridge these visibility challenges without inflating your budget. Research techniques to optimise your logs with our Ultimate Guide to Log Optimisation and reach out for a No Obligation Log Health Check.

Meet Your New AI Teammates

AI-driven solutions from industry giants and innovative startups are changing the game. Let's meet some of the standout heroes revolutionising security and operations:

AI Solution

Core Strength

Notable Claimed Capabilities

Microsoft Security Copilot

Multi-agent Automation

Handles phishing triage, identity threat alerts, proactive threat intel aggregation, and vulnerability management autonomously.  More…

Google Chronicle (Duet AI)

Intelligent Querying

Enables conversational security investigations, natural-language threat summarisation, and context-aware query handling. More

Splunk AI Assistant

Enhanced Searches, Log Management and predictive analytics

Offers AI-driven anomaly detection, predictive insights, simplified query generation, and streamlined log interpretation. More

Palo Alto Cortex XSIAM

Autonomous SOC

Delivers fully autonomous lifecycle incident management from initial detection through complete response orchestration. More

Dropzone AI

Automated Tier-1 Triage Agents

Provides real-time autonomous alert investigation, triage, context enrichment, and structured incident reporting. More

Bricklayer AI

Collaborative Multi-Agent SOC

Deploys specialised AI agents collaboratively handling incident triage, malware analysis, and automated response measures. More

Dynatrace Davis AI

Predictive Observability

Implements predictive detection and root-cause analysis, proactively recommending remediation actions to avoid system issues. More

New Relic Grok

AI-driven Observability

Facilitates intuitive, natural-language queries for fast troubleshooting and provides predictive insights for proactive issue prevention. More

Datadog Bits AI

Unified DevSecOps Platform

Combines comprehensive monitoring across security, performance, and operational data with integrated automated remediation capabilities. More

Take action: Start by assessing where your organisation’s blind spots might be due to budget-driven log ingestion limits. Document these gaps clearly, and explore AI-powered solutions specifically designed to bridge these visibility challenges without inflating your budget.

AI in Action: Real-time Rescue Missions

In Jess’s case, the AI agent didn’t just raise the alarm - it rallied an entire team of AI heroes, each bringing unique expertise. Imagine these tools combining forces to cross-reference telemetry, threat databases, and user behaviour instantly. Before Jess even poured her second coffee, the threat was neutralised - autonomously isolating systems and stopping suspicious access.


Unlike rigid, rule-based SIEMs, AI dynamically adapts. It tunes responses to changing conditions, eliminating wasteful costs while massively enhancing threat detection. No more blind spots, no more budget battles - just smart, agile, and relentless defence.


Take action: Pilot an integrated AI-agent setup for a controlled subset of your infrastructure. Measure outcomes meticulously - specifically response times, detection accuracy, and operational cost improvements - and use this data to scale your AI deployments confidently.

Predictive Powers: Seeing Trouble Before It Arrives

AI doesn’t just react - it predicts. Imagine being alerted before threats fully materialise. Solutions like Splunk, Dynatrace Davis AI and New Relic Grok do precisely this, routinely forecasting operational hiccups so you can dodge trouble proactively. Cybersecurity takes a leap forward when AI spots early signs of threats like ransomware or breaches, allowing teams to shield their systems well in advance.


Imagine getting alerts that say, “Heads up! Suspicious activity detected - looks like ransomware warming up. Let’s lockdown now and avoid the mess.” Welcome to proactive security, courtesy of your AI crystal ball.

Take action: Start incorporating predictive AI analytics into your security operations. Begin small - target one or two critical systems to monitor and tune your predictive models. Leverage these insights to proactively adjust your defences, validate effectiveness, and expand these capabilities broadly.

Humans + AI: The Perfect Partnership

Contrary to worries, AI isn't here to replace human experts - it’s here to supercharge them. By automating routine tasks, AI liberates analysts like Jess to do what they do best: hunt proactively, improve security strategies, refine policies, and dive deeper into intriguing threats with AI backup.

Take action: Launch training programmes and workshops for your security team focused specifically on AI collaboration. Build comfort and trust through regular exposure, clear operational guidelines, and well-defined responsibilities that showcase AI as an essential teammate.

Ready for the AI-Powered Future?

Now’s the time to explore how autonomous, intelligent AI agents can elevate your organisation’s resilience and agility.

Take the leap today - put your organisation at the cutting edge of security innovation. With AI on your team, enjoy clearer visibility, faster responses, and finally, some peace of mind at 2 AM, knowing your digital superheroes have your back.

The shift to AI-powered security isn’t coming - it’s already here. Teams embracing AI report sharper detection, lightning-fast responses, and streamlined operations, transforming budget-constrained environments into proactive, powerful defence ecosystems.

​If you're navigating painful SIEM trade-offs and restrictive licences, AI-driven agents offer your ideal path forward. Achieve comprehensive security without breaking the bank or sacrificing visibility.​ 

What's stopping your organisation from taking that step today? We welcome your thoughts!

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Aby Olival

Aby Olival

Delivery & Services Principal Pebble
https://pebbletek.ai/

Masters degree in AI delivery....