Edge AI for Critical Grid Infrastructure
Born at the edge. Built to protect.
The Company
DEMOS AI Lab is the world's first edge AI company built exclusively for the electrical power grid. Our platform — Grid Sentinel — fuses satellite imagery, weather intelligence, vegetation data, infrastructure sensors, and consumer edge devices into a single on-device prediction engine that detects outages before they happen and tells grid operators exactly what will fail, where, and when.
We do not respond to failures after they occur. We prevent them.
Our models run entirely on-device — no cloud dependency, no latency, no single point of failure — operating precisely when and where connectivity is most likely to fail. Every sensor we deploy expands a proprietary dataset that makes every model more accurate over time. A compounding data moat no competitor can replicate without replicating the network.
The U.S. loses $121 billion every year to power outages. Every country on earth has a grid. None of them have what we are building.
The electrical grid is not an energy problem. It is a national security problem. Every economy, every military, every hospital, every life depends on power that flows without interruption. When the grid fails, everything fails.
Founded by leaders who combine Stanford AI research with decades of large-scale U.S. government operations — and backed by veterans of the Intelligence Community, the Pentagon, West Point, and Latin America's largest enterprises — we bring to the electrical grid what no AI company has attempted: a purpose-built intelligence platform engineered for the infrastructure that every economy, every government, and every life depends on.
Our first models are trained on the U.S. Department of Energy's own EAGLE-I dataset — proving 93.5% grid predictability before a single proprietary sensor is deployed. Our future models will be built on our Data Engine: a proprietary, continuously expanding dataset collected from our own sensor network across every grid we deploy on. Custom data for every grid. No competitor has it. None can replicate it without replicating the network.
Our work is aligned with the highest levels of U.S. federal policy. Grid security is not a partisan issue — it is a national imperative supported by every administration, both parties, and every government on earth. Our category is absent from every competitor's product roadmap.