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ScopePeriod

Cross-Domain AI

Scenario: Sterilizer ST-04 degradation at Mill A — from sensor signal to management decision

How intelligence modules communicate

One signal, seven connected AI decisions — in under 5 minutes, automatically

06:52
Asset Intelligence
Sterilizer degradation detected

ST-04 vibration 2.7 → 6.5 mm/s with bearing-defect signature. Failure probability 82% in 7 days, RUL ~11 d.

82%
failure prob.
06:53
Mill Intelligence
Throughput reduction predicted

Unplanned Line 2 stop would last ~9 h; 495 t FFB would queue as restan at peak crop.

9 h
outage risk
06:53
Production Forecast
Expected CPO output revised

Mill A 3-day CPO forecast lowered by ~95 t (probability-weighted), plus OER penalty on delayed fruit.

−95 t
CPO at risk
06:55
Inventory Intelligence
Spare part availability checked

BR-6208: 0 at Mill A store, 3 at Mill B store. Supplier lead time 21 days — transfer is the only option inside the failure window.

3 @ WH-02
BR-6208
06:56
Maintenance Intelligence
Work order recommended

Option B: replace bearing Wed 30 Sep, 22:00–04:00 (low-intake window); divert Line 2 intake to Lines 1 & 3.

Option B
lowest risk-cost
06:57
Financial Intelligence
Downtime exposure calculated

Revenue at risk Rp 1.50 bn; total exposure avoided Rp 1.09 bn vs run-to-failure.

Rp 1.09 bn
exposure avoided
07:30
AI Copilot
Management alerted

Included as #1 item in Today's AI Management Brief with a two-step decision for approval.

Brief #1
priority

AI recommended decision

Transfer bearing + schedule maintenance during low-production window

Confidence87%
Why this option
Repairing immediately would stop Line 2 at peak intake and create restan; waiting risks an 82% chance of an unplanned 9-hour outage plus secondary damage. Mill B holds 3× BR-6208 while Mill A holds none, and the supplier lead time (21 days) exceeds the failure window. Transferring one bearing (ETA Tue 29 Sep, 16:00 (air freight Pangkalan Bun → Pekanbaru + road)) and replacing it in the Wednesday low-intake window minimises risk-weighted cost.
Mill A store (WH-01)
0 × BR-6208
Mill B store (WH-02)
3 × BR-6208
Supplier lead time
21 d
Maintenance window
Wed 30 Sep 22:00–04:00
criticalPending ApprovalACT-001 · Supply ChainConfidence90%
Transfer bearing BR-6208 from Mill B to Mill A

Reserve 1× BR-6208 at WH-02 (3 on hand) and air-freight to WH-01. ETA Tue 29 Sep, 16:00 (air freight Pangkalan Bun → Pekanbaru + road).

Owner: S. Kurniawan (Mill B)Due: 28 Sep 12:00Evidence
criticalPending ApprovalACT-002 · MaintenanceConfidence87%
Replace ST-04 door-drive bearing in low-intake window

Inspect within 12 h; replace bearing Wed 30 Sep, 22:00–04:00 (low-intake window). Divert Line 2 intake to Lines 1 & 3 during work.

Owner: B. Harahap (Mill A)Due: 30 Sep 22:00Evidence

Business impact — calculated

Planned intervention vs run-to-failure

Scenario estimate · synthetic assumptions
Downtime avoided
8 h
Sterilizer Line 2
FFB processed on time
440 t
no restan build-up
CPO production protected
95 t
+ 23 t kernel
Revenue protected
Rp 1.50 bn
timing & quality
Financial exposure avoided
Rp 1.09 bn
risk-weighted
Expected cost by option (Rp m, risk-weighted)
Option B (green) is recommended. Residual failure risk: A 2% · B 7% · C 82%.
Configurable assumptions
Includes restan OER penalty, emergency repair premium (Rp 185 m) and secondary damage (Rp 420 m), net of planned repair cost (Rp 68 m).

All figures derived from synthetic data and scenario assumptions; recommendations require validation by accountable managers.

V-TEKI — IT & Business ConsultingDeveloped by V-TEKI · IT & Business ConsultingPrime Agri AI Intelligence Platform — prototype. All operational records are synthetic; model outputs are simulated; financial impacts are scenario estimates; recommendations require human validation. No actual company confidential data is used.