Solutions
Sensors are the start. Each solution pairs the right hardware with models that answer one operating question. Press play on any explainer, or jump to a chapter.
Engineering & AI services
Some problems don't fit a packaged solution. We take on applied research and custom AI/ML work, from a first feasibility study to a model running on the line.
Applied research on new sensing and monitoring methods: feasibility studies, test rigs, sensor fusion and published-quality validation. A good fit for university partnerships and SBIR/STTR grant teams.
Anomaly detection, fault classification, remaining-useful-life and forecasting models trained on your machine and process data, then deployed to an edge gateway or your cloud.
Defect inspection, counting, measurement and safety detection, built around your parts and lighting. We collect and label images, train the model, and tune it on the line.
Acoustic and sensor-based monitoring for arc welding and additive manufacturing, catching unstable arcs, porosity and bead defects while the part is being built.
Scheduling, routing, inventory and layout models built with mathematical optimization and simulation, for plants, warehouses and rail or truck fleets.
A short engagement to review your data, sensors and systems, then rank the AI and analytics projects most likely to pay back. A low-risk way to start.
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