Your CMMS Doesn't Know Your Equipment Is Failing. Operations Intelligence Does.
Traditional CMMS platforms schedule maintenance by calendar. TwinEdge Operations Intelligence is fed by real-time physics models and ML inference — so work orders are triggered by actual equipment degradation, not arbitrary dates.
The Dirty Secret of Calendar-Based Maintenance
The foundational research behind Reliability-Centered Maintenance (Nowlan & Heap, 1978) proved that most equipment failures have nothing to do with age. Your calendar-based PM schedule is fighting the wrong battle.
Nowlan & Heap proved that only 18% of failure modes follow a predictable age-related pattern. Calendar PMs miss the other 82%.
Industry studies show that nearly a third of all scheduled preventive maintenance is performed on equipment that does not need it. That is pure waste.
Your most skilled technicians are spending most of their day performing maintenance on healthy equipment instead of addressing real problems.
What Makes Operations Intelligence Different
Not a feature list — three real scenarios that show the difference between a system that guesses and one that knows.
The Pump That Saved Itself
Bearing degradation detected 6 weeks early
A 200HP wastewater pump at a regional treatment plant was on a quarterly PM schedule. Vibration was never checked between PMs. Bearings failed catastrophically, flooding the wet well and costing $47,000 in emergency repairs plus regulatory fines.
TwinEdge edge device detected bearing defect frequency in vibration spectra 6 weeks before failure. Physics model estimated remaining useful life at 8 weeks. Operations Intelligence auto-generated a work order with the exact bearing SKU. Planned replacement during a low-flow window cost $1,200.
The Chiller That Stopped Wasting Money
Fouling-based CIP vs quarterly schedule
A 500-ton chiller at a hospital was cleaned on a fixed quarterly schedule. Some quarters, tubes were still clean — wasted labor. Other quarters, fouling had already degraded COP by 15%, wasting $3,000/month in energy before the scheduled cleaning.
TwinEdge tracks approach temperature in real-time. When fouling degrades COP by 5%, a work order triggers automatically. Result: cleaning happens only when needed, energy waste is capped at 5% degradation, and labor costs dropped 40%.
The Generator That Passed Inspection
Condition data proves compliance automatically
A hospital emergency generator required monthly load-bank tests and documentation for Joint Commission. The maintenance team spent 8 hours per month manually logging test results, fuel levels, and battery voltage. Auditors still found documentation gaps.
TwinEdge logs every data point continuously — fuel consumption, battery health, exhaust temperatures, load profiles. Compliance reports generate automatically. The last Joint Commission audit was completed in 20 minutes with zero findings.
How TwinEdge Compares
Every CMMS handles work orders and asset registries. Only TwinEdge feeds your operations with live physics data from the equipment itself.
| Capability | TwinEdge | Maximo | Fiix | UpKeep |
|---|---|---|---|---|
| Asset registry & hierarchy | ✓ | ✓ | ✓ | ✓ |
| Work order management | ✓ | ✓ | ✓ | ✓ |
| Mobile app for technicians | ✓ | ✓ | ✓ | ✓ |
| Preventive maintenance scheduling | ✓ | ✓ | ✓ | ✓ |
| Parts & inventory tracking | ✓ | ✓ | ✓ | ✓ |
| Live sensor data feed into CMMS | ✓ | — | — | — |
| Physics-based degradation models | ✓ | — | — | — |
| Auto work orders from ML predictions | ✓ | — | — | — |
| Edge-autonomous operation (offline) | ✓ | — | — | — |
| GIS maps with spatial queries | ✓ | ✓ | — | — |
| QR code field provisioning | ✓ | — | — | ✓ |
| Real-time pump curves & efficiency | ✓ | — | — | — |
Green rows indicate capabilities unique to TwinEdge. Other CMMS platforms require separate sensor platforms and manual data entry.
Free Migration from Any CMMS
We migrate your assets, work order history, maintenance records, sensor configurations, and parts inventory — at no charge. No data left behind.
Switching from another platform?
We'll migrate your data from ANY CMMS or analytics platform — free. Assets, work orders, maintenance history, sensor configurations — everything.
See the Difference Live
We will show you a live pump with real sensor data, a physics model detecting degradation, and a CMMS work order generated automatically — all in under 30 minutes.