Line H

Sensors and prediction before downtime

Telemetry reaches ERP and dashboard; predictive maintenance and KPI alerts same day — not only at month-end close.

Pains we solve

  • Sensor bought but data doesn't reach ERP — telemetry became showcase.
  • Unplanned downtime; maintenance only reactive.
  • KPI off standard discovered at monthly close, not same day.

What we build

  • Sensor → ERP/dashboard integration in near real time
  • Predictive maintenance with alert and assisted work order
  • Explainable anomaly detection on operational KPIs
  • Edge processing for low latency and offline operation
  • Light digital twin for scenario simulation

How we deliver in practice

Sensor that feeds decisions

Pain

Telemetry installed but operations still decide by phone and spreadsheet.

What we build

Event normalization, network failure handling, and delivery to existing ERP or dashboard.

Outcome

Field and back-office see the same reading same day; coordination stops depending on phone calls.

Maintenance before downtime

Pain

Equipment stops without warning; high opportunity cost.

What we build

Predictive models on telemetry and work order history, with prioritized alert and intervention suggestion.

Outcome

Downtime becomes planned window; parts and crew arrive before equipment stops.

Explainable KPI anomaly

Pain

Leadership sees red number too late to correct course.

What we build

Continuous monitoring with dynamic threshold, driver explanation, and integration to action workflow.

Outcome

Deviation becomes ticket same day; manager corrects course in the week, not next month's board.

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