What this fixes.
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Unplanned line stoppage = six-figure event
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Schedule-based maintenance over-services
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Failure precursors invisible in dashboards
Three jobs, on rails.
Sensor data
Field telemetry unified into one pipeline.
Per asset
Failure probability + remaining useful life.
Auto-PM
Maintenance work orders raised on predicted threshold.
The path.
Inventory the assets that matter and the sensors already on them.
Pipe telemetry into the model with at least 6 months of history per asset class.
Calibrate per-asset thresholds with the maintenance lead.
Switch from calendar PM to condition-based PM on the highest-impact assets first.
One scenario, one outcome.
A bottling line's filler-head bearing shows a 4Hz vibration anomaly two weeks before it would normally fail.
Maintenance scheduled for the next planned changeover. Zero unplanned downtime, saving an estimated €180,000 in lost production.
Scoped on a call.
10–16 weeks
Pilot → retainer
Scope confirmed in a 30-minute call. Fixed scope, fixed timeline before you sign. We'll send a one-page proposal within 48 hours.
Book a call →Same category.
Demand Forecasting
ML forecasts on sales, promo, weather and macro signals — cuts inventory carry and stockouts simultaneously.
Computer Vision QC
Camera + vision model inspects every unit on the line — catches defects sampling misses.
Geo & Satellite Analytics
Satellite + map data for OOH planning, agri yield, insurance underwriting and real estate due diligence.