Stage 01Signal inventory and governance
100%Drift saturation
Production Pressure Overrides Maintenance
The "Run-to-Failure" debate begins. Since an asset is the primary throughput bottleneck, management is reluctant to shut down proactive maintenance without 100% certainty of the defect.
In operations, the drive to finish the shift often leads to catastrophic failure.
Early Signs & Initial Response
From raw signals to governed, actionable forecasts
The goal is to identify failures in the Warning Phase (2-17% drift) to allow for replacement planning.
Stage 01: Signal inventory and governance Stage 02Data readiness and feature lineage
Stage 02: Data readiness and feature lineage Stage 03Model development and validation
Stage 03: Model development and validation Stage 04Deployment and operational monitoring
Stage 04: Deployment and operational monitoring Stage 05Decision thresholds and workflow fit
Stage 05: Decision thresholds and workflow fit Stage 06Value tracking and model lifecycle
Stage 06: Value tracking and model lifecycle
Catch the failure in the warning phase.
An illustrative drift sequence: vibration drift crosses the 2% warning threshold on day 7; leaving a planning window instead of an unplanned stop.
Asset drift monitorIllustrative demo data — not live site metrics.
Vibration drift5.8%was 0.2% at baseline
DetectedDay 7drift crossed the 2% band
ReplacementDay 12planned inside the window
- Drive-end vibration — trending above baseline
- Asset health — degrading, modelled
- Work order — raised for the planning window
- Spares — reserved against the asset
Operational foresight, not rear-view reporting
We combine live telemetry, history, and failure context so teams see drift before trips, downtime, or scrap hit the scorecard; moving from “what was the last reading?” to “how much runway do we have?”.
Deliverables stay in the forums you already run: trend and health, time-to-risk band, recommended actions, and traceable evidence the owner can stand behind in planning and maintenance.
Next step
Talk through your signals before another proof-of-concept deck
Discovery maps data readiness, stakeholder questions, and the first governed outputs worth piloting—so effort lines up with how your site actually decides.