The market for AI in the SOC has moved faster than the methods for evaluating it.
Just last year, Gartner placed AI SOC Agents at the Innovation Trigger stage with single-digit adoption.
As of a few weeks ago, Gartner’s “Hype Cycle for Security Operations, 2026” put them at the Peak of Inflated Expectations.
Most AI SOC vendors have a demo that feels like science fiction. Clean alerts go in, and accurate verdicts come out in seconds. It is a compelling pitch.
Accuracy often degrades, though, once these tools leave the curated demo and meet real production conditions. The technology shows promise, and some teams report meaningful gains, but for many organizations the gap between proof of concept and operational reality is still wide.
