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.

Run Free Industrial IQ SnapshotView Sample Report
8Product engine patterns
18Industry patterns
AnonymizedNo customer data
Evidence-led diagnostic report showing score history, maturity bands, confidence levels, and prioritized enterprise AI recommendations.
Sample reports show the structure of evidence rows, confidence tiers, assumptions, limitations, actions, and executive outputs.
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.
Product engine case-study patterns

Each Industrial IQ engine has a representative evidence pattern.

These pages show what each product is meant to diagnose, what source exports improve confidence, which buyers review the output, and where human review prevents unsafe action.

PartsCleanse AI

PartsCleanse AI MRO Catalog Duplicate Evidence Pattern

Representative product case-study pattern showing how PartsCleanse AI turns exported item-master data into duplicate-family, weak-description, UOM, manufacturer, and owner-review evidence.

CIO / ERPMRO LeadMaintenance
 InventoryMind AI

InventoryMind AI MRO Inventory Exposure Pattern

Representative product case-study pattern showing how InventoryMind AI separates excess, obsolete, dead-stock, false-stockout, and critical-spare signals before inventory action.

CFOCOOInventory Manager
 ProcureMind AI

ProcureMind AI Procurement Leakage Evidence Pattern

Representative product case-study pattern showing how ProcureMind AI detects emergency-buy signals, stocked-but-purchased candidates, supplier fragmentation, and price-variance review queues.

CPOProcurementCFO
 FinanceMind AI

FinanceMind AI Working-Capital Evidence Pattern

Representative product case-study pattern showing how FinanceMind AI translates diagnostic findings into assumption-labeled capital exposure and executive review evidence.

CFOFinanceCOO
 AssetMind AI

AssetMind AI Asset-to-Part Readiness Pattern

Representative product case-study pattern showing how AssetMind AI reviews asset registers, BOM context, material links, and critical-spare coverage before asset or inventory decisions.

Asset ManagerReliabilityMaintenance
 ReliabilityMind AI

ReliabilityMind AI Maintenance Readiness Pattern

Representative product case-study pattern showing how ReliabilityMind AI connects work-order history, parts availability, false-stockout signals, and maintenance-delay evidence.

Reliability LeaderMaintenanceCOO
 ReadyMind AI

ReadyMind AI Industrial AI Readiness Pattern

Representative product case-study pattern showing how ReadyMind AI assesses ERP export quality, source fit, ownership gaps, and first-use-case readiness before AI adoption.

CIO / CTOCOOCISO
 GovernanceMind AI

GovernanceMind AI Evidence Governance Pattern

Representative product case-study pattern showing how GovernanceMind AI manages Open Findings, confidence tiers, owner review, audit metadata, and action governance.

CISOCIOLegal
Industry case-study patterns

All 18 configured industries have a sector-specific diagnostic pattern.

Industry patterns translate the same evidence model into local operating language: uptime, shutdowns, field service, regulated maintenance, fleet readiness, campus facilities, procurement leakage, and MRO data quality.

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 do not imply a named customer result unless the customer has approved publication. Live reports replace these patterns with uploaded-data findings.
Evidence asset map

Inspect the proof format before sharing private data.

Illustrative scenarios and sample reports show the structure of source evidence, confidence, limitations, interpretation, and accountable action.

View Sample Reports
Demonstration boundary

Sample assets use illustrative or demonstration data unless explicitly approved otherwise.

 Evidence rows

The report format keeps source context and reason codes inspectable.

 Confidence tier

Candidates remain separate from owner-reviewed findings and decisions.

 Action plan

Recommended next steps identify owners without implying automatic remediation.

Executive review lens

Use this page to decide the next evidence step.

Industrial IQ pages are designed to move enterprise buyers from operating pain to source-backed diagnostic evidence, not to force an immediate platform commitment.

Audience

Finance, operations, procurement, maintenance, reliability, ERP/data, security, and executive sponsors.

Evidence to prepare

Relevant ERP, EAM, CMMS, inventory, procurement, asset, work-order, or readiness exports where available.

Output

A diagnostic route, sample proof format, report evidence, confidence tier, owner review path, or commercial next step.

Trust boundary

Read-only diagnostics, no ERP write-back, source-file purge after report generation, and human review before action.

Explore the 8 diagnostic enginesView sample reportsReview no ERP write-backRun a Snapshot