Operating AI-Driven Detection at Scale | Compuquip

Across this series, we’ve looked at how threat detection evolves when AI becomes part of SOC operations from anomaly detection, to triage, to detection engineering. The final challenge is not design. It’s operation.

Deploying AI-driven detection is relatively easy. Sustaining it across analysts, shifts, environments, and time is where most SOCs struggle.

At scale, AI becomes an operational dependency. And dependencies require ownership.

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