


“I was initially skeptical about AI’s impact on the cybersecurity industry, until I started working with Excalibur.”
In production at General Atomics, Ultramain, and the City of Los Lunas. Loial replaced its vendor stack and runs a $500K services business entirely on Excalibur. Weekly field learning goes straight back into the product.
The richest training signal left is live defense telemetry, the record of real attacks and real defenses. No contractor will ever send that to a cloud model. And the cloud models themselves are turning risky to build on, rate-limited, deprecated, and repriced at will. The playbook everyone else runs cannot reach the data, and cannot be trusted to hold.
Local hardware, local models. The intelligence lives and learns inside the customer’s walls, and nothing ever leaves. The property that locks everyone else out is the property that lets us learn. The wall becomes the doorway.
We build the whole stack: hardware, model, software, and fleet. Each layer is harder to copy than the last, and the model gets more theirs every year. To follow us, an incumbent would have to become a hardware and fleet company. They won’t.
The economics inverted and the trust eroded at the same moment the data that matters moved out of the cloud’s reach. The market is being forced toward AI that organizations own and run themselves. We are already deployed on the other side of that shift.
For more than ten years I ran security inside large enterprises, and I lived the same problem every day. The tools never matched the pain. I pushed vendor after vendor to build what my teams actually needed, and they handed back roadmaps and sales decks. So I stopped asking and built the product I had needed the whole time.
Our first customers felt the difference right away. That pulled in a team of people who had lived the same problem, and we are building the company we wish had existed.



Excalibur keeps learning on data no adversary can reach and no rival vendor can touch. American cybersecurity gets stronger with every deployment.