← Sectors

Manufacturing & Industry 4.0

Industrial IoT, predictive maintenance, and production-floor systems that survive the shop-floor environment.

Who hires us for this

Industrial teams blending PLC equipment with cloud — predictive maintenance, OEE dashboards, MES integrations, and operator-facing apps for the factory floor.

Our take

Shop-floor software has to work the way the floor works — which is often unlike how a cloud-native team assumes the world works. Network connections drop. Operators wear gloves and need physical buttons. Hardware ages on a 20-year cycle, software on a 6-month cycle, and the two have to live together.

What we build here

Edge gateways with offline sync, predictive-maintenance models validated against real fault history (not synthetic data), MES integrations that survive PLC firmware updates, and operator interfaces that pass the gloves-and-grease test.

Detail

Manufacturing software has to work the way the floor works — which is often unlike how a cloud-native team assumes the world works. Network connections drop. Operators wear gloves and need physical buttons. Hardware ages on a 20-year cycle, software on a 6-month cycle, and the two have to live together.

We pair edge gateways with cloud pipelines so the plant keeps running when the link is down and resyncs when it's back. Predictive-maintenance models are validated against real fault histories before they reach a maintenance schedule — not before.

Where projects get stuck

  • Mixing brownfield PLC equipment with cloud-native services
  • Predictive maintenance that's actually predictive (not retrospective)
  • Operating on intermittent / air-gapped network conditions
  • Plant-level data sovereignty + ISO/IEC 62443 compliance

Regulations & standards

  • ISO/IEC 62443 (industrial cybersecurity)
  • GDPR (where personal data crosses the line)
  • Sector-specific compliance (FDA 21 CFR Part 11 for pharma; ATEX for explosive atmospheres)

Shipping something in this space?

Tell us where you are stuck. We will say in one email if we are the right partner.

Let's talk