VMI-2
Vexron Machine Intelligence · Multi-asset prognostics and remaining-useful-life estimates.
Vexron Machine Intelligence
VMI-2 is the next model in the VMI series, currently in development and testing. It builds on VMI-1's fault detection with prognostics: estimating how much useful life a component has left and how that changes under different operating loads. It is being trained to reason across coupled assets — where one machine's condition affects another — rather than treating each asset in isolation.
Capabilities
Remaining useful life
Estimates time-to-failure ranges for monitored components, not just a present-tense fault flag.
Multi-asset awareness
Models how load and condition propagate across coupled equipment in the same process.
Load-aware forecasting
Adjusts life estimates for how hard the machine is actually being run, not a nameplate assumption.
Use cases
Maintenance planning
Scheduling interventions around estimated life instead of worst-case fixed intervals.
Spare-parts forecasting
Giving stores a forward view of which components will need replacing and roughly when.
Process-line risk
Understanding which asset in a coupled line is the real constraint on uptime.
At a glance
- Model class
- Machine Learning (ML)
- Inputs
- VMI-1 signals plus operating-load context
- Deployment
- Planned: edge or cloud via Vexron
- Output
- Remaining-useful-life range, cross-asset risk
- Availability
- In development & testing
Built for
- Plants with tightly coupled process lines
- Teams planning maintenance windows in advance
- Operations forecasting spares and downtime risk
Interested in VMI-2?
Tell us about your assets and we'll walk you through how VMI-2 fits — including pricing for your setup.
Talk to our teamAll modelsFAQ
Common questions
About VMI-2 specifically. For pricing and a fit assessment for your plant, talk to our team.
Ask a questionVMI-1 detects and classifies faults in the present. VMI-2 adds prognostics — estimating how much useful life a component has left and how that changes under different operating loads — and reasons across coupled assets rather than treating each machine in isolation.
Not yet. VMI-2 is in development and testing. If you want to be part of early validation, talk to our team; in the meantime VMI-1 is live and covers fault detection today.
It is a forecast of how much operating time a monitored component has before it is likely to fail, expressed as a range rather than a single date. It lets maintenance be scheduled around real condition instead of worst-case fixed intervals.