IntelligenceIQ — TotalEnergies CBM Intelligence Platform

CBM Intelligence Overview

Weekly view across TotalEnergies refining, petrochemical and upstream sites

Signals Detected

1,366this wk

⌃ +8% vs prior week

Active Initiatives

14

⌃ 3 new this week

Tasks In Progress

37

61% on-track

Initiatives Completed

9/ qtr

⌃ 22% YoY

Engineering Hours Saved

412hrs

$197K equiv. this wk

Alert Triage Funnel

From raw signal to engineer action — the IntelligenceIQ value chain

Past 7 days

1,366

SmartSignal + PI + Honeywell raw alerts

100%

214

AI-contextualized · Engineering Context Graph applied

15.7%

56

Engineer reviewed · validated by SME

4.1%

14

Escalated to site · initiative created

1.0%

Functional Area Performance

vs baseline

Rotating Eq.

78%

Heat Exch.

64%

Compressors

91%

Pumps

72%

Furnaces

55%

Valves/Loops

43%

▸ Insight: Furnace and valve coverage trail rotating equipment — recommend expanding P&ID ingestion for Antwerp and Port Arthur.

Site Performance Map

6 of 20 active

Antwerp Refinery

Alerts284

Open Init.3

Donges

Alerts196

Open Init.2

Port Arthur

Alerts312

Open Init.4

La Mède

Alerts148

Open Init.1

Normandy

Alerts231

Open Init.2

Leuna

Alerts195

Open Init.2

Before / After IntelligenceIQ

Engineering cycle time

Before

4.2 days

SME effort per alert cycle

→

After

1.1 days

−74% cycle reduction

First 70% of contextualization (tag → asset → P&ID → history → probable cause) now delivered instantly by AI. Engineers spend their time on judgment, not data hunting.

TrendIQ — Signal Detection & Initiative Owner Assignment

AI-contextualized alerts from SmartSignal, PI Historian, SAP PM & engineering systems

Active Initiatives

14 open

Initiative	Impact	Status
P-2401A Bearing Degradation Antwerp · Crude Unit	Critical	Exec
E-310 HX Fouling Donges · Hydrocracker	High	Planning
K-501 Compressor Surge Margin Port Arthur · FCCU	Critical	Exec
F-1402 Tube Skin Temp Drift La Mède · Reformer	High	Blocked
V-205 LCV Hunting Normandy · Aromatics	Medium	Open

DecisionIQ — Strategy & Task Planning

Decompose initiatives into tasks · AI recommends task owners

Initiatives — 14 open

Critical 98 score

P-2401A Bearing Degradation

Antwerp · Crude Unit · Sophie Delacroix

5 tasks · 2 in progress Exec

High 76 score

E-310 Heat Exchanger Fouling

Donges · Hydrocracker · M. Rousseau

4 tasks · 1 in progress Planning

Critical 94 score

K-501 Compressor Surge Margin

Port Arthur · FCCU · J. Calloway

6 tasks · 3 in progress Exec

High 71 score

F-1402 Tube Skin Temp Drift

La Mède · Reformer · P. Marchetti

5 tasks · 1 blocked Blocked

INI-2026-0184 · Critical

P-2401A Bearing Degradation

Investigate accelerated bearing wear on Antwerp Crude Unit feed pump P-2401A. Prevent unplanned shutdown of CDU train within 14-day window.

Impact

98 / 100

Owner

Sophie Delacroix

Priority

P1

Status

In Execution

Target Resolution

May 28, 2026

Task Plan

5 tasks · AI-suggested owners based on expertise, ownership history & workload

Task	Description	Suggested Owner	Status
Pull PI vibration trends P-2401A · 90d window	Compare against baseline; isolate frequency signature	JK J. Kowalski ✦ 89% confidence	Done
Review SAP PM history 5-year repair record	Identify recurring failure modes & technician notes	AT A. Thirion ✦ 83% confidence	In Progress
Oil analysis sample ISO 4406 + ferrography	Coordinate with lab; check wear metal trend	MR M. Rousseau ✦ 78% confidence	In Progress
P&ID dependency walk Upstream/downstream	Confirm process impact zone; identify isolation points	SD S. Delacroix ✦ 94% confidence	Ready
Schedule intervention window Coordinate with operations	Plan bearing replacement during next economic slowdown	LV L. Verheyen ✦ 86% confidence	Backlog

✦ AI-Recommended Closure Path

Sequence optimized from 47 historical bearing-degradation initiatives

Confidence 87%

STEP 1

Confirm root cause

PI trends + oil analysis converge on bearing wear mode

STEP 2

Map process impact

P&ID walk identifies CDU feed disruption risk

STEP 3

Stage parts & crew

Pre-order bearings · book mech crew for window

STEP 4

Execute intervention

~6-hr maintenance window during planned slowdown

STEP 5

Validate & close

Post-startup vibration baseline + EffectivenessIQ review

ActionIQ — Execution Workflow

Drag cards across columns · AI suggests workflow optimization

Initiative Board

Open

4

INI-2026-0188

V-205 LCV Hunting · Normandy

Impact 71Created 2d ago

PM

P. Marchetti

5 tasks ›

INI-2026-0191

C-602 Cooling Water ΔT Drift · Leuna

Impact 58Created 1d ago

HE

H. Eberhardt

3 tasks ›

INI-2026-0192

PRV-303 Lift Frequency · Port Arthur

Impact 62Created today

JC

J. Calloway

4 tasks ›

INI-2026-0193

T-410 Reflux Drum Level Oscillation · La Mède

Impact 49Created today

RD

R. Duchesne

3 tasks ›

In Progress

7

INI-2026-0184

P-2401A Bearing Degradation · Antwerp

Impact 9840% complete

SD

S. Delacroix

5 tasks ›

INI-2026-0185

K-501 Compressor Surge Margin · Port Arthur

Impact 9455% complete

JC

J. Calloway

6 tasks ›

INI-2026-0186

E-310 HX Fouling · Donges

Impact 7622% complete

MR

M. Rousseau

4 tasks ›

INI-2026-0187

F-1402 Tube Skin Drift · La Mède ⚠ BLOCKED

Impact 7130% — awaiting OEM

PM

P. Marchetti

5 tasks ›

Completed

9 / qtr

INI-2026-0179

M-308 Motor Insulation Aging · Antwerp

Impact 81Closed May 8

SD

S. Delacroix

✓ Saved $124K

INI-2026-0181

P-150B Cavitation Onset · Normandy

Impact 67Closed May 6

RD

R. Duchesne

✓ Saved $48K

INI-2026-0182

FCV-220 Stiction · Leuna

Impact 54Closed May 4

HE

H. Eberhardt

✓ Saved $31K

EffectivenessIQ — Outcome Measurement & Learning

Did initiatives achieve their intended outcomes? Feed back into AI models.

Continuous Learning Loop · TotalEnergies CBM

Every closed initiative trains the next signal-to-action cycle

Loop velocity: 1.8x faster vs Q1

1

Detect

1,366 signals/wk

→

2

Contextualize

P&ID + history

→

3

Decide

14 initiatives

→

4

Execute

37 tasks

→

5

Measure

$3.4M YTD

↻

6

Learn

38 RCA fed back

Initiative Outcome — Goal vs Actual

Last 9 closed initiatives this quarter

Q2 2026

Initiative	Goal KPI	Actual KPI	Delta	$ Impact	Status
M-308 Motor Insulation Aging Antwerp	Avert unplanned trip	Replaced during planned outage	+$124K avoided	$124K	Met
P-150B Cavitation Normandy	NPSH margin > 1.5m	NPSH margin 1.8m	+0.3m	$48K	Met
FCV-220 Stiction Leuna	Loop variance −60%	Loop variance −71%	−11pp better	$31K	Exceeded
HX-204 Cleaning Schedule Donges	ΔT improvement 8°C	ΔT improvement 6°C	−2°C short	$62K	Partial
Compressor K-301 Surge Port Arthur	Surge margin > 12%	Surge margin 14%	+2pp	$280K	Met

Before / After — Rotating Equipment Reliability

Antwerp · 90d

Before

3.4

Unplanned trips / 90d

After

0.8

−76% reduction

▸ What changed: Earlier intervention (avg 11d before failure vs 2d), driven by AI-contextualized alerts that surface P&ID context within 90s instead of 4hr engineering analysis.

Engineering Effort Reallocation

SME hours/wk

Before

68%

Spent on context-hunting

After

22%

−46pp · time freed for judgment

▸ Reinvested in: RCA depth (+34%), reliability engineering studies (+28%), tribal knowledge capture (+19%).

✎ Human Feedback — Train the Loop

Your input becomes training data for next-cycle AI recommendations

Initiative being evaluated

Was the AI recommendation correct?

Mostly correct — minor RCA gap

Root cause insight (what did we actually learn?)

Strategy adjustment for next time

CBM Intelligence Overview

Alert Triage Funnel

Functional Area Performance

Site Performance Map

Before / After IntelligenceIQ

TrendIQ — Signal Detection & Initiative Owner Assignment

✦ AI Initiative Owner Recommendation

Active Initiatives

DecisionIQ — Strategy & Task Planning

P-2401A Bearing Degradation

Task Plan

✦ AI-Recommended Closure Path

ActionIQ — Execution Workflow

Open

In Progress

Completed

EffectivenessIQ — Outcome Measurement & Learning

Continuous Learning Loop · TotalEnergies CBM

Initiative Outcome — Goal vs Actual

Before / After — Rotating Equipment Reliability

Engineering Effort Reallocation

✎ Human Feedback — Train the Loop

Confirm Action

Assign Owner