Monitors production, deferment and operating performance across fields.
Intelligence
AI control center
Not one chatbot — a fleet of domain agents subscribed to domain events, producing governed, approvable actions.
Critical findings
3
High findings
11
Medium findings
37
Actions approved
28
4 rejected
Estimated savings
$1.84M
Avoided downtime
126 hrs
Active domain agents
Predicts equipment failure from telemetry, history and work orders.
Bad-actor and failure-pattern analysis, drafts evidence-based RCAs.
Detects emerging safety risk from incidents, PTW and shift data.
Evaluates bids on technical, commercial, risk and local-content criteria.
Optimizes critical spares, reorder points and dead stock.
Predicts schedule slippage and procurement bottlenecks.
AFE overrun prediction and EBITDA contribution analysis.
Bearing degradation predicted on Compressor C-201
C-201 · CPF Train 02
Confidence
87%
ImpactUnplanned shutdown risk ≈ $920K · 36 hrs deferment
Probable causes
- Vibration 1x/2x harmonics rising over 21 days
- Lube oil particle count above alarm
- Load cycling above design envelope
Recommended actions
- Schedule inspection within 7 days
- Reserve bearing BR-550
- Verify lubrication system
- Combine task with planned shutdown window
Data analysed
- 180 days of vibration history
- 43 maintenance records
- 16 comparable compressors
- Current operating conditions
Well W-143 production down 17% in 24 hours
W-143 · Field Alpha
Confidence
82%
ImpactDeferment 640 BOPD · $41K/day
Probable causes
- Increasing water cut
- ESP efficiency degradation
- Choke restriction
- Flow-line pressure increase
Recommended actions
- Verify wellhead pressure
- Inspect ESP telemetry
- Schedule well test
- Compare against W-139 and W-141
Data analysed
- SCADA 24h trend
- Last 6 well tests
- ESP motor current signature
- Offset well behaviour
Emerging safety risk — 4 hydrocarbon leak observations in Area B
Area B · 21 days
Confidence
76%
ImpactPotential loss of containment · high consequence area
Probable causes
- Valve seal deterioration common to V34–V48
- Same seal material batch
- Elevated cycling frequency
Recommended actions
- Inspect valves V34–V48
- Increase gas monitoring frequency
- Review sealing specification
- Create inspection campaign
Data analysed
- 4 observation reports
- Valve maintenance history
- Gas detector trend
- Contractor shift logs
Projected stockout — ESP Controller PCB
SP-PCB-ESP · Field Alpha
Confidence
91%
Impact3 units short vs 90-day demand · 62-day lead time
Probable causes
- Demand forecast 5 units next 90 days
- On hand 2 units
- No approved alternative part
Recommended actions
- Create purchase requisition for 4 units
- Flag as critical spare
- Check consignment stock at vendor
Data analysed
- 24 months consumption
- ESP failure predictions
- Vendor lead-time history
Bad actor — Pump P-402 failed 3 times in 6 months
P-402 · Terminal East
Confidence
79%
ImpactRepair spend $28K · availability −1.4%
Probable causes
- Seal flush plan inadequate for service
- Repeated dry-run events on start-up
- Misalignment recorded twice
Recommended actions
- Open RCA with reliability engineer
- Revise API plan 11 to plan 32
- Add start-up interlock
- Laser alignment on next PM
Data analysed
- 3 work orders
- Technician notes
- Operating condition history
- Spare parts consumption
Recommended award — ABC Industrial (score 91/100)
PR-5518 · ESP Controller PCB
Confidence
88%
ImpactLifecycle saving $34K · 14 days faster
Probable causes
- Fully technically compliant
- Lowest lifecycle cost
- Best delivery among compliant bidders
Recommended actions
- Route to award approval
- Attach technical evaluation
- Request performance bond
Data analysed
- 3 vendor offers
- Technical evaluation sheet
- Vendor performance history
AI action engine
Insight → approval → execution
Operations
Reduced compressor performance detected
AI
Bearing failure predicted — 87% confidence
Maintenance
Work recommendation created (WO-24118)
Inventory
Bearing BR-550 stock check — 1 available, 1 reserved
Procurement
Urgent PR-5521 raised for 4 units
HSE
Hot work permit PTW-8842 requirements verified
Planning
Shutdown window 12–14 Sep identified
Finance
Cost impact $102K vs AFE-2291
Management
Awaiting approval
Governance
- Every recommendation carries confidence, data used, reasoning, evidence, impact and risk.
- Agents inherit the requester's ERP permissions — no privileged retrieval.
- Safety-critical or high-value actions cannot execute without the approval matrix.
- All approvals, rejections and outcomes feed the agent learning loop.
AI signal upload
Model outputs, confidence and realised impact
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Expected columns: insight_id, agent, domain, date, confidence, impact_usd, accepted, hours_saved
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