Alert Fatigue in AI-Assisted Systems

SOC teams encounter approximately 4,484 security alerts per day. This volume leads to 67% of alerts being ignored due to analyst overload, with studies showing up to 99% of alerts can be false positives.

This isn’t a SOC-specific problem, it’s a pattern that emerges whenever AI systems generate high-volume outputs for human review. The bottleneck shifts from detection to triage, and human attention becomes the scarce resource.

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