Works from CSV or workbook exports produced from SAP, IBM Maximo, Oracle ERP, Hexagon EAM, Infor, and other ERP, EAM, or CMMS systems. No direct integration or write-back is required — Review data requirements →
Case Studies

Representative diagnostic patterns for industrial buying committees.

These anonymized operating patterns show how AI2COE converts catalog disorder into CFO, procurement, operations, CIO, and governance decisions. They are proof-of-structure examples, not customer endorsements.

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19Representative patterns
AnonymizedNo customer data
Buyer-readyCFO, CPO, COO, CIO
Evidence summary

Buyer evidence resource

AI2COE Case Studies: Use this page to understand the operating question, exported-data evidence path, review boundary, and next Industrial IQ action. Representative AI2COE diagnostic case-study patterns across 18 industrial sectors, with no customer-data claims, no ERP write-back, and human review before.

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Review ownerExecutive sponsors, operating leaders, finance reviewers, procurement teams, maintenance owners, ERP/data leaders, and governance reviewers who need evidence before approving action.
Input file contextOperational CSV exports, item master fields, inventory, procurement, asset, work-order, finance, readiness, or governance data depending on the page.
Diagnostic evidenceSource-backed evidence, scores, confidence tiers, report outputs, action tracking, score history, and governance context.
Recommended actionRun Free Industrial IQ Snapshot and select the diagnostic engine that matches the operating question.
Enterprise trust posture

Proof controls buyers expect before they upload operational data.

Source purge Uploaded source files are purged after report generation; summary metrics and Open Findings remain.
No ERP write-back The diagnostic creates evidence for review. It never changes, deletes, merges, or overwrites ERP records.
Local currency Reports display money in the user's selected or country-derived currency, while USD remains the base audit calculation.
Audit trail Report ownership, access, quota, and feedback events are retained for governed review.
Session downloads Excel, Word, PDF, and CSV downloads are available only in the active generation session.
Open Findings Browser findings remain available without retaining the original source catalog rows.
Representative evidence library

How different industrial buyers would interpret the same diagnostic evidence.

Asset-Intensive Operations

Anonymized MRO Catalog Diagnostic: From Duplicate Records to Executive Evidence

An anonymized diagnostic-style case study showing how Industrial IQ turns exported MRO catalog, inventory, procurement, asset, and work-order data into source-backed executive evidence.

CFOCOOCIO / CTO
 Oil & Gas

Offshore Oil & Gas MRO Duplicate Exposure Pattern

Representative diagnostic pattern for an offshore operator preparing SAP and Maximo catalogs for a governed material-master cleanup.

CFOHead of ProcurementMaintenance Director
 Manufacturing

Manufacturing S/4HANA MRO Readiness Pattern

Representative plant-network case study for manufacturers cleaning MRO master data before SAP S/4HANA migration.

COOCIOPlant Manager
 Aviation MRO / Airlines

Aviation MRO AOG Spares Governance Pattern

Representative diagnostic pattern for aviation maintenance teams controlling duplicate spares without unsafe automatic consolidation.

Maintenance VPQuality LeadProcurement Director
 Data Centers

Data Center Critical Spares Rationalization Pattern

Representative critical-infrastructure case study for facilities teams rationalizing power, cooling, and generator spares across sites.

CFOFacilities OperationsReliability Lead
 Pharmaceutical

Pharmaceutical GMP MRO Catalog Readiness Pattern

Representative regulated-manufacturing pattern for MRO catalog cleanup where traceability and validation discipline matter.

Quality HeadMaintenance DirectorCFO
 Mining

Mining Mobile Equipment and Fixed Plant Spares Readiness Pattern

Representative diagnostic pattern for mine operators reviewing haul-truck, crusher, conveyor, and remote-site spares before inventory or reliability action.

COOMine MaintenanceCFO
 Food & Beverage

Food and Beverage Packaging Line MRO Readiness Pattern

Representative diagnostic pattern for food and beverage plants reviewing packaging-line spares, sanitation-sensitive parts, and supplier variation.

Plant ManagerMaintenanceSupply Chain
 Utilities

Utilities Grid and Generation Critical Spares Readiness Pattern

Representative diagnostic pattern for utilities reviewing grid, generation, substation, and maintenance spares with reliability and compliance context.

COOGrid OperationsReliability
 Healthcare Systems

Healthcare Facilities MRO and Biomedical Support Readiness Pattern

Representative diagnostic pattern for hospital systems reviewing facilities, biomedical-adjacent, HVAC, power, and maintenance spares.

FacilitiesCFOSupply Chain
 Rail & Transit

Rail and Transit Depot Spares Readiness Pattern

Representative diagnostic pattern for transit operators reviewing depot inventory, rolling-stock spares, wayside assets, and procurement variation.

MaintenanceOperationsProcurement
 Telecom Network Operators

Telecom Network Field Spares Readiness Pattern

Representative diagnostic pattern for telecom operators reviewing field spares, network equipment parts, site inventory, and supplier variation.

Network OperationsSupply ChainCIO
 Ports & Marine Terminals

Ports and Marine Terminal Equipment Readiness Pattern

Representative diagnostic pattern for ports reviewing crane, yard-equipment, marine, and terminal operations spares.

Terminal OperationsMaintenanceProcurement
 Aerospace & Defense Depots

Aerospace and Defense Depot Material Readiness Pattern

Representative diagnostic pattern for aerospace and defense depots reviewing material readiness, duplicate candidates, and governed action queues.

Depot OperationsEngineeringProcurement
 Warehousing & 3PL

Warehousing and 3PL Conveyor and MHE Spares Readiness Pattern

Representative diagnostic pattern for warehouses and 3PL operators reviewing conveyor, sorter, forklift, robotics, and facilities spares.

OperationsMaintenanceProcurement
 Commercial Fleet & Logistics

Commercial Fleet and Logistics Parts Readiness Pattern

Representative diagnostic pattern for fleet operators reviewing vehicle, trailer, depot, and maintenance parts readiness.

Fleet OperationsMaintenanceProcurement
 Construction Equipment Fleets

Construction Equipment Fleet MRO Readiness Pattern

Representative diagnostic pattern for heavy-equipment fleets reviewing parts duplication, remote-site inventory, and emergency-buy exposure.

Fleet ManagerCOOProcurement
 Higher Education Campuses

Higher Education Campus Facilities Readiness Pattern

Representative diagnostic pattern for universities reviewing campus facilities, utilities, lab-support, and maintenance spares.

FacilitiesCFOProcurement
 Hospitality & Gaming

Hospitality and Gaming Facilities MRO Readiness Pattern

Representative diagnostic pattern for hotels, resorts, and gaming properties reviewing facilities, guest-experience, and maintenance spares.

Facilities EngineeringProperty OperationsProcurement
How to read these pages

They show the decision pattern, not confidential customer data.

AI2COE is still building its public evidence base. Until named customer approvals are available, these pages use anonymized, representative diagnostic patterns that mirror realistic industrial catalog conditions: multi-site ERP history, inconsistent descriptions, supplier aliases, duplicate families, and role-specific governance needs.

Evidence boundary: Public case-study pages should never imply a named customer result unless the customer has approved publication. Live reports replace these patterns with uploaded-data findings.