
Ten years ago, email security ROI was simple: deploy pattern-matching systems, accept some false positives, staff a SOC for escalations. The math worked because attacks followed patterns machines could learn.
AI broke that model.

Ten years ago, email security ROI was simple: deploy pattern-matching systems, accept some false positives, staff a SOC for escalations. The math worked because attacks followed patterns machines could learn.
AI broke that model.