ProductionOps Cockpit
iQ Agent · Industrial Intelligence Console
DASHBOARD · 01

Factory Overview — Real-time predictive operations

10 machines · 4 failure modes · based on AI4I 2020 (UCI) model

Streaming 1.2k events/min
💰SAVED · MTD
0M THB
↓ 38% MoMvs last month
⚠️OPEN RISK
0machines
2 critical — immediate response required
HDFPWF+ 1 warning
🔧RUL AVERAGE
0min
M-07: 23 min left
Health · floor avg38%
📊MODEL HEALTH
0ROC-AUC
Drift
low · 0.04
Last fit
2 days ago

Factory floor · machine layout

Click a machine to view sensor stream · pulsing = critical
OKWarningCritical
M-01
Type M
92
% health
1551
rpm
42.8 Nm18 min wear
M-02
Type L
88
% health
1408
rpm
46.3 Nm33 min wear
M-03
Type L
71
% health
1620
rpm
51.2 Nm145 min wear
M-04
Type M
95
% health
1502
rpm
41.0 Nm9 min wear
M-05
Type H
84
% health
1455
rpm
49.6 Nm62 min wear
M-06
Type M
66
% health
1380
rpm
56.4 Nm178 min wear
M-07
Type H
38
% health
2710
rpm
19.1 Nm211 min wear
M-08
Type L
90
% health
1490
rpm
43.7 Nm26 min wear
M-09
Type M
87
% health
1530
rpm
44.2 Nm41 min wear
M-10
Type L
93
% health
1488
rpm
40.6 Nm14 min wear

Prediction feed

Items requiring decision
1 critical
14:21M-07HDF

Heat anomaly detected — predicted to fail in 23 min

14:18M-06OSF

Torque exceeded limit for 4 consecutive cycles — please inspect

14:12M-03TWF

Tool life nearing limit (145/200 min)

14:05M-09

Vibration sensor recalibrated successfully

13:58M-04

Preventive maintenance completed

13:47M-02PWF

Power factor below threshold — check inverter

13:34M-01

Afternoon shift started — all systems nominal

13:20M-10

Tuning adjusted — torque ripple reduced

Tool-life cycles · minutes in use

limit 200 min
M-01
18/200
M-02
33/200
M-03
145/200
M-04
9/200
M-05
62/200
M-06
178/200
M-07
211/200
M-08
26/200
M-09
41/200
M-10
14/200

Performance · last 90 days

Failures / day · last 90 days
281total
Failures7-day MAModel deploy
ML deploy
Time-travel · 90 days backD90