Digitize the floor without stopping the line.
Industrial IoT, predictive maintenance, and shop-floor digitization.
Digitize the floor without stopping the line.
Factory software has one non-negotiable: the line keeps running. We digitize production environments incrementally, sensors and edge gateways first, then dashboards, then prediction, with every step delivering value on its own and none of them requiring a halt. The result is OEE you can see, maintenance you can plan, and quality issues caught in-shift instead of in-audit.
Our industrial work connects machines that span four decades of vendors and protocols, normalizes their data at the edge, and feeds operations dashboards and maintenance models that operators trust because they were built with them, on the floor.
- Edge-first ingestion that buffers locally and tolerates flaky plant networks.
- Protocol normalization at the gateway so the platform sees one clean stream.
- Predictive maintenance introduced in shadow mode until operators trust the model.
- Operator-designed screens, built on the floor, iterated by shift feedback.
The recurring engineering constraints of manufacturing, and where we start.
Protocol babel
OPC-UA next to serial ports next to PLCs that predate the web.
Zero-downtime rollout
No maintenance window ever feels affordable on a running line.
Edge conditions
Dust, heat, and networks that drop exactly when the data matters.
Paper processes
Quality and maintenance knowledge living in binders and veterans' heads.