AI Insights

Ranked, explainable recommendations across your asset graph.

Assets at Risk

Critical + warning

Predicted Failures

Next 30 days

Idle Assets

Under 20% used

Savings Identified

$117.5k

If all actioned

Type

Severity

Min confidence0%

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Showing 6 of 6

🔧Predictive FailureCritical3h ago

85conf

HVAC Rooftop Unit B — imminent compressor failure

Vibration telemetry shows an accelerating fault signature. 85% probability of failure within 4 days.

⚙️HVAC Rooftop Unit B→

$42k4 days to failure

💡Why this? · Explainable AI

✓Vibration +3.2σ over baseline✓Bearing temp trending up 6 wks✓Health score fell to 41 from 72✓Past 2 units failed at this signature

➜

Recommended: Auto-generate a Critical predictive work order and dispatch a technician within 48h.

Helpful?

🔒Theft/SecurityCritical4h ago

71conf

Infusion Pump #12 missing — possible custody gap

Asset not scanned in 52 hours and last seen leaving Ward 2B outside its geofence. Battery near depletion.

⚕️Infusion Pump Fleet #12→

$4.2kLoss risk high

💡Why this? · Explainable AI

✓No RTLS ping 52h✓Last seen crossing Ward 2B geofence✓No custody check-out logged✓Battery at 12% (signal loss likely)

➜

Recommended: Trigger an RTLS recovery search and open a custody-exception incident.

Helpful?

♻️LifecycleWarning1d ago

88conf

Dell R740 Server reaching end-of-life

Book value near zero, warranty expired, health score 30. Recommend replacement planning this quarter.

💻Dell PowerEdge R740 Server→

$12kEOL this quarter

💡Why this? · Explainable AI

✓Health score 30 and falling✓Warranty expired Jan 2025✓Book value $1.7k of $8.5k✓Thermal faults recurring

➜

Recommended: Add to Q3 replacement plan and stage a migration window.

Helpful?

🌀AnomalyWarning14h ago

74conf

CNC Mill #3 sustained overutilization

Running at 96% utilization for 30 consecutive days — accelerating spindle-bearing wear.

⚙️CNC Milling Machine #3→

$9.8kRUL shortening

💡Why this? · Explainable AI

✓Utilization 96% (30d avg)✓Spindle temp +9°C vs baseline✓No PM in 90 days✓Single-point bottleneck for Bay 1

➜

Recommended: Schedule a predictive bearing inspection and rebalance load to Bay 2.

Helpful?

📊UtilizationOpportunity5h ago

78conf

Rebalance idle Portable X-Ray units (North → South Wing)

5 portable X-Ray units in North Wing sit at <10% utilization while South Wing runs over capacity.

⚕️Portable X-Ray Machine→

$18.5k+22% utilization

💡Why this? · Explainable AI

✓North Wing utilization 8% (30d)✓South Wing at 104% capacity✓3 pending requests unmet✓Zero transfer cost (same facility)

➜

Recommended: Initiate an inter-zone transfer of 3 units to balance demand.

Helpful?

💰Cost OptimizationOpportunity9h ago

69conf

Defer capex — extend Reach Truck RT-220 life 18 months

Refurbishing the drive assembly costs 12% of replacement and adds ~18 months of service life.

⚙️Reach Truck RT-220→

$31kCapex deferral

💡Why this? · Explainable AI

✓Chassis health still 80%+✓Only drive belt/bearings degraded✓Replacement lead time 14 wks✓Refurb ROI 4.2×

➜

Recommended: Add to the capex-deferral plan and schedule a refurbishment work order.

Helpful?