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Operations · Predictive

Fleet Health Dashboard

AI-projected component lifetime, sensor envelopes, and rolling maintenance windows.

Fleet Health Index
+1.4
0/100
Predicted Failures · 7d
-9
0
Avg Cooling Δ
+0.2
0.0°C
Open Maint. Tickets
-3
0

Component degradation · AI projection

  • Compressorreplace in 62 days
    87%
  • Spiral motorsreplace in 21 days
    71%
  • Coin validatorreplace in 180+ days
    94%
  • Touchscreenreplace in 240 days
    96%
  • Cooling fanreplace in 9 days
    58%
  • Card readerreplace in 120 days
    91%

Per-machine thermal envelope

60 machines · last hour
2.8
4.1
4.8
4.5
3.5
2.1
1.1
0.8
1.5
2.8
4.1
4.8
4.5
3.4
2.1
1.0
0.8
1.6
2.9
4.1
4.8
4.5
3.4
2.0
1.0
0.8
1.6
2.9
4.2
4.8
4.5
3.4
2.0
1.0
0.9
1.6
2.9
4.2
4.8
4.5
3.3
2.0
1.0
0.9
1.6
3.0
4.2
4.8
4.4
3.3
1.9
1.0
0.9
1.7
3.0
4.2
4.8
4.4
3.3
1.9
Optimal <4°C4–5°C>5°C 7-day avg trending down

Top at-risk machines · next 14 days

AI prioritized
VM-AMS-001844d
Replace · Cooling fan
AI confidence92%
VM-SIN-004277d
Replace · Compressor
AI confidence88%
VM-NYC-000919d
Replace · Spiral motor A3
AI confidence84%
VM-TYO-0031811d
Replace · Card reader
AI confidence79%
VM-SAO-0004612d
Replace · Compressor
AI confidence76%
VM-LON-0025013d
Replace · Coin validator
AI confidence71%