About ANOX

At ANOX, we believe the next era of progress will be driven by Physical AI: systems that understand, reason, and act in the physical world.

We are on a mission to give machines the immune system—a reasoning intelligence layer that enables autonomous monitoring, self-diagnosis, and resolution of core problems.

Starting with Diagnostics-as-a-Service for unmanned systems (UAVs, ROVs) using existing telemetry and logs—no new hardware required.

Our Background

Our team combines international experience across the U.S. and Germany with a strong background in industrial automation.

We have led large-scale digitalization projects for some of the world's most advanced manufacturers, giving us deep insight into the challenges of maintaining complex autonomous systems at scale.

The Problem We Saw

Complex machines are becoming autonomous, but their maintenance is still manual. Engineers spend days analyzing post-mission telemetry. Operators wait for expert help. Systems fail unpredictably.

Our Insight

Machines generate massive amounts of data, but lack the intelligence to understand it. The bottleneck isn't hardware—it's interpretation. Systems need reasoning intelligence to monitor their own health.

Our Solution

We built DeepTrace: a diagnostic intelligence system for unmanned machines. It interprets telemetry as a system model, traces causal dependencies, and delivers root-cause reports with recommended fixes—learning and improving over time.