Early failure-risk signals & RUL heuristics
Predict is an experimental layer that surfaces early failure-risk signals from data IREAMS already holds — condition and meter readings captured on rounds (manual, handheld, or CSV import) plus your work-order history. For statistically validated life analysis, use the Weibull and Monte Carlo engine in Reliability Modelling.
- 2
- Inputs: readings & work history
- Draft
- Work requests, human-approved
- Beta
- Experimental layer
- ReadingsRounds · CSV
- HistoryWork orders
- SignalsExperimental
- ActionHuman review
The Predict workspace
Review trends in your captured condition and meter readings, see experimental remaining-useful-life heuristics, and draft preemptive IREAMS work requests — always under human-in-the-loop review before anything is actioned.
Experimental predictive signals
Move earlier than reactive firefighting by surfacing risk signals from the condition readings and work-order history IREAMS already captures. These are experimental heuristics — for validated life estimates, lean on the Weibull and Monte Carlo modelling in Reliability Modelling.
Experimental Anomaly Signals
Experimental heuristics scan the condition and meter readings captured on rounds — plus patterns in your work-order history — to flag assets trending away from their normal range earlier than a fixed threshold alarm would.
Remaining Useful Life (RUL)
An experimental heuristic estimate of remaining life from degradation trends in your captured readings — a directional early indicator, not a certified or production prognostic. For validated life analysis with confidence bounds, use the censored Weibull engine in Reliability Modelling.
Human-In-The-Loop (HITL)
The AI is a reliable assistant. It may flag anomalies, surface an experimental remaining-useful-life estimate, and draft work requests, but it cannot authorize equipment shutdowns or purchase orders without your validation.
Mobile Barcode Scanning
Provide field operators with quick diagnostics. Technicians scan equipment barcodes to instantly check the latest condition readings, active risk flags, and pending work orders.
Request a Predict review session
Request a working session on your own data. Our reliability team will review the condition readings and work-order history you already capture, walk through Predict's experimental risk signals, and show where the validated Weibull and Monte Carlo modelling in Reliability Modelling takes over for life analysis.