Resource

Designing SOC Workflows for AI Video Alerts (So Operators Actually Use Them)

Translate detections into sustainable security operations: triage queues, escalation, evidence packaging, and training loops that improve precision over time.

2026-03-05 · 7 min read

Alerts must compete for attention fairly

If AI alerts sit in a separate inbox, they will rot. Integrate prioritization into the same mental model analysts use for access control, intrusion panels, and communications.

Feedback closes the loop

False positive labels should route back to tuning—not as blame, but as system improvement. Without that loop, models freeze while the site changes.

Train for failure modes

Drills should include ambiguous clips and partial evidence. The goal is calm, repeatable escalation—not heroics.