Manufacturing & Supply Chain
Industry 4.0, digital twins and predictive maintenance.
Overview
We connect plant-floor data to enterprise systems, building digital twins and predictive models that cut downtime and sharpen supply chain visibility.
What makes it hard
- Disconnected plant systems
- Plants operate as isolated data silos with no shared visibility.
- Unplanned downtime
- Reactive maintenance costs far more than predictive intervention.
- Supply chain opacity
- Limited visibility into upstream and downstream disruptions.
- Legacy OT/IT divide
- Operational technology rarely integrates cleanly with IT systems.
How we'd build for it
- IIoT connectivity layer
- Sensor and machine data unified into a single operational feed.
- Digital twin platform
- Real-time virtual replicas of plants for simulation and optimization.
- Predictive maintenance models
- ML models forecasting equipment failure before it happens.
- Supply chain visibility hub
- End-to-end tracking across suppliers, logistics and inventory.
Reference architecture
A layered view of how a platform in this sector typically fits together.
- Edge & sensor layer
IIoT gateways capturing machine telemetry in real time.
- Digital twin layer
Simulated plant models synced continuously with live telemetry.
- Predictive analytics layer
Failure-prediction and optimization models across the fleet.
- Supply chain integration layer
Connected supplier, logistics and inventory data feeds.
Standards and regulations we design around
- ISO 9001 quality management
- ISO 27001
- IEC 62443 (industrial security)
Questions
Common questions
Can you integrate legacy OT equipment?
Yes, we build protocol-agnostic gateways that connect legacy OT to modern IT platforms.
How accurate are your predictive maintenance models?
Models are tuned per asset class and continuously retrained against live failure data.
Do you support multi-plant global rollouts?
Yes, our platforms are designed to onboard plants in phased, low-risk waves.
Have a system that needs building — or rebuilding?
Send a short brief. A senior engineer will reply with questions or a time to talk.