Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

There’s a growing acceptance that AI is no longer optional in security. That battle is largely won. The more interesting question — and the one I keep getting asked — is what we actually believe AI should be responsible for, and where human authority must ultimately sit.

Security teams are being asked to do more than ever, often with fewer people and less time. As alert volumes continue to rise and adversaries automate their attacks, even mature SOCs struggle to keep pace. Legacy tools surface signals, but they still leave analysts responsible for triage, investigation, and response decisions that take time and experience to execute well. CrowdStrike Charlotte AI was built to change that model.

According to the SACR 2025 AI SOC Market Landscape report, 40% of security alerts go uninvestigated. The average alert investigation takes 70 minutes. Meanwhile, attackers achieve breakout in under 48 hours. That math doesn’t work in anyone’s favor — except the adversary’s.

Tool proliferation is compounding. Alerts are multiplying faster than teams can triage them. Visibility gaps are hiding real threats. And security teams are stuck babysitting archaic security infrastructure, rather than detecting and stopping threats. Organizations across gaming, fintech, and retail are feeling the weight of traditional, on-premises SIEMs.

If you’ve been in security operations for more than a few years, you’ve lived through the automation hype cycle at least twice. First, it was SIEM that was going to solve everything. Then SOAR was supposed to fix what SIEM couldn’t. Now, AI SOC platforms are delivering what SOAR always promised but never actually could.

In its January 2026 report, Emerging Tech: Tech Innovators in Domain-Specific Language Models for SecOps, Gartner examines how domain-specific language models (DSLMs) are reshaping security operations. The report explains that DSLMs are designed to address the limitations of general-purpose language models by focusing on a particular task or use case – in this case, cybersecurity.

The time between compromise and data exfiltration now occurs before most SOCs finish their first triage. Phishing breaches succeed in under 60 minutes. The average SOC investigation takes 70. This is why financial institutions are operating at a structural disadvantage.