The most effective SOC application of AI is in detecting subtle, hard-to-find attack patterns that reduce false negatives.
AAISM technical control guidance notes that AI in SOCs is best applied to:
Enhance detection accuracy and sensitivity to anomalies.
Assist analysts in identifying hidden patterns that traditional rule-based systems miss.
Augment—not replace—human decision-making for high-confidence outcomes.
Options B and C incorrectly shift responsibility entirely to AI, which contradicts governance principles requiring human oversight. Option D is useful for efficiency, but the primary effectiveness comes from improving detection quality.
Therefore, the most effective use is to reduce false negatives and detect subtle attacks.
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