Categories
Cost spikes: runaway loops, stolen credentials. Off-hours: compromised laptops. Atypical model use: unauthorized escalation to expensive models. Count surges: data exfiltration via AI prompting. Signature failures: config drift or tampering.
Tuning
Per-agent baseline; rolling 7-day window. Thresholds adjustable per-org via /settings/anomaly-thresholds.
False positive rate
Tuned for ~5% in design-partner data. Most alerts are actionable; user can tune up or down to taste.
SOAR integration
Alerts ship as JSON to webhook. SOAR playbooks branch on category: cost spikes → freeze API key; off-hours → page on-call; signature failures → quarantine laptop.