The pain we built this for
If you do detection engineering or threat intel, you know the seams: “My IOCs are in one tool, my graph in another, my anomaly models in a notebook, my case audit in a wiki — and I can’t send any of it to a cloud AI. Correlating a fresh alert against everything I know is a manual afternoon.”
- Attack-path questions ("what does this compromised host reach?") are recursive graph traversals your SIEM query language fights you on.
- Correlating a new indicator against past incidents is keyword search when it should be similarity search — you miss the near-matches.
- Anomaly models live outside the data, so scoring means an export, a pipeline, and a lag.
- Agentic response is arriving, but non-deterministic automation with no tamper-evident audit is a liability, not a capability.
- And none of it can go to a third-party AI API — security telemetry has to stay inside your walls.