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Bridging the gap between sophisticated AI and industrial reality.
Industrial AI adoption breaks down in three predictable ways: fragmented IT and OT data that’s noisy, siloed, and inconsistent across sites; edge environments with limited hardware, unreliable connectivity, and latency constraints that make cloud-based AI impractical for real-time work; and a lack of in-house AI talent, leaving plants dependent on integrators while struggling to connect models into PLCs, SCADA, MES, and robotics systems, so pilots stall and scaling never happens.
One size doesn’t fit all. We work directly with your team to design, build and deploy the solution that’s right for your hardware, use case and data. So you get powerful, fast, efficient AI fit for your business.
Embed fully offline, multimodal, efficient AI directly into frontline devices such asIoT sensors, mobile computers, and AR headsets, giving workers real-time, hands-free assistance without relying on the cloud.
Break down IT & OT silos with tailored agentic LFMs that reason across SCADA, PLCs, and enterprise systems to deliver real-time insights, predict failures, and trigger autonomous workflows.
Bring customized, fast human-level reasoning to robots on existing hardware. Our hardware-in-the-loop, memory-efficient models run directly on edge CPUs, NPUs, and GPUs with sub-millisecond reflexes and 24/7 reliability.









