Edge intelligence
Deploy ruggedized inference nodes next to compressors, turbines, and reactors. Latency in milliseconds, not minutes.
Industrial AI • Real-time Reliability
Deploy edge-to-cloud intelligence that predicts failures, stabilizes throughput, and frees your engineers to focus on high-leverage work.
Compressor Train #4
Steam Reformer
Daily pulse
Refreshed —. News, social, video, and market data roll up automatically.
Deploy ruggedized inference nodes next to compressors, turbines, and reactors. Latency in milliseconds, not minutes.
Ingest historians, SCADA, lab, and maintenance systems into a single semantic layer that every model can reason over.
Reinforcement + physics-informed models that continuously retune recipes, utilities, and maintenance windows.
Playbooks
Fusion of ultrasonic thickness scans, HF acidity, and flow data spots corrosion hotspots weeks earlier.
Digital twin senses steam and power inefficiencies, then orchestrates burners, fans, and drives to cut losses.
LLM copilots align inspectors, contractors, and supply chain, surfacing constraints before they derail schedules.
Architecture
Vibration, infrared, chromatographs, and historian data harmonized with OPC UA + MQTT brokers.
Hybrid models (physics + foundation) with guardrailed LLM copilots orchestrated via Kubernetes and Triton.
Closed-loop APIs with ISA/IEC safety layers ensure every recommendation is explainable and auditable.
Granular RBAC, secure enclaves, and automated NERC/CISA compliance reporting.
Bring your PI tags, your vibration logs, your toughest reliability problems. We bring the copilots, twins, and governance.
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