Detection rules need a staging environment. We built one out of Kibana Spaces.

AI can accelerate investigations, but when applied to incomplete telemetry, untuned detections, and noisy alerts, it amplifies those weaknesses as quickly as it amplifies insight. This session follows a multistage intrusion to show the right order in Elastic: Define data requirements, correlate behavior, test against legitimate activity, and establish ownership before introducing AI. Attack Discovery is then used for context and triage within clear privacy, confidence, and human-approval boundaries. Attendees leave with production-readiness and AI-governance checklists.