What it learns
The profile nobody had to write
Onboarding is not a form you fill in. It is the engine watching real telemetry and building the context that makes triage decisions defensible.
Per-actor baselines
Every identity, service account, and AI agent gets its own learned profile — tool risk, data sensitivity, blast radius — built from its actual history, not from a role template.
Escalation history
Actors whose alerts have escalated before score higher on the next one. Repeat offenders are remembered automatically; clean histories earn quieter treatment.
Source shapes
Splunk notables, Sentinel incidents, Elastic rules, and OCSF findings all land in the same nine-signal feature space, so cross-source behavior compares apples to apples.
Approved context
Change windows, approved automation, and sanctioned maintenance reduce the score instead of paging a human. The engine learns what sanctioned looks like, too.