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Quilr Incident Library

Real AI security incidents.
Why every layer of security missed each one.

Each entry walks through what happened, why traditional and AI-specific guardrails failed, and what an intent-aware control plane would have caught. Click an incident to view the animated walkthrough.

8
Documented incidents
2024–2026
Date range
64M
Largest record exposure
$0 → 9.3 CVSS
Cost surface, courtroom to critical CVE
For Security Teams

Walk the failure surface

Every walkthrough names the exact layers that passed the incident through. Use it to audit your stack against real failure modes.

For Sales

Link from any deck

Each incident has a stable hash URL. Drop a "View walkthrough" button into PowerPoint, Notion, or email. No file shipping.

For Exec Briefings

Five-minute proof

Animated, no-narration walkthroughs. Open, present, hand back the room. No setup, no slides to maintain.

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