Resource buyer path
Move from research to diagnostic action without reading every page.
The resource center starts with a compact decision path: align the committee, inspect public evidence, choose the required export, then run the appropriate Industrial IQ diagnostic.
Test data library
SAP-style MRO sample catalogs for PartsCleanse AI testing.
Download 25 synthetic SAP material master CSV files totaling 25,000 records. The pack includes duplicate families, false-positive traps, SAP-style columns, manufacturer aliases, unit-cost values, plant and storage-location fields, ground truth, and validation results.
25,000Synthetic SAP-style MRO records
25 CSVSeparate 1,000-row sample catalogs
TestedAll files validated through PartsCleanse AI
ERP hubsSystem-specific pages for SAP, Maximo, Oracle, Hexagon, Infor, IFS, and CMMS buyers
Whitepaper library
Executive research for operations and finance leaders.
Each paper pairs with an industry diagnostic pathway -- read the thesis, choose the relevant Industrial IQ engine, then run a diagnostic to replace planning assumptions with your own operating evidence.
Oil & Gas · Whitepaper
The MRO Data Quality Problem in Oil & Gas Operations
A quantified view of duplicate spare-parts records, working-capital exposure, and governed diagnostic sequencing for upstream, midstream, and downstream operators. Covers SAP, Maximo, and Oracle catalog patterns.
For: VP Operations · Reliability Director · Procurement Manager · CFO
Manufacturing · WhitepaperManufacturing's Hidden Inventory Liability
How plant-level MRO catalog entropy can inflate inventory, slow maintenance, and create procurement-leakage signals — with methodology context across bearing, valve, motor, and fastener families.
For: Plant Manager · Materials Manager · Maintenance Manager · VP Operations
Cross-industry · WhitepaperAI Governance Before Deployment
Why audit trail, ownership, escalation, and monitoring must be designed before AI enters production — with a six-stage governance framework applicable across all asset-intensive industries.
For: CIO · CTO · VP Operations · COO · CFO
Cross-industry · WhitepaperThe Hidden Cost of MRO Catalog Entropy: A Cross-Industry Analysis
A methodology analysis of duplicate spare-parts exposure assumptions, working-capital interpretation, and carrying-cost drag across Oil & Gas, Manufacturing, Mining, Pharmaceutical, and Utilities industries. Includes the six-stage diagnostic-first adoption framework.
For: CFO · COO · VP Operations · CIO · Procurement Director
Cross-industry · WhitepaperAI Adoption Framework for Asset-Intensive Industries
A governance-first AI adoption framework for industrial operators — covering the Diagnose, Quantify, Prioritize, Govern, Pilot, and Scale sequence with industry-specific application examples and evidence standards at each stage.
For: CIO · COO · VP Operations · Digital Transformation Lead · CFO
Cross-industry · WhitepaperGlobal MRO Duplicate SKU Benchmark Report 2025
Planning-assumption context on MRO catalog duplicate rates, working-capital exposure, carrying-cost impact, and diagnostic sequencing recommendations across the six foundation industrial sectors.
For: CFO · VP Operations · Materials Manager · Procurement Director · COO
Mining · WhitepaperNetwork Spares Catalog Intelligence for Mining Operators
How mining operators can improve service restoration speed, reduce redundant network spare-parts inventory, and strengthen procurement governance through catalog rationalization — without network system integration.
For: VP Network Operations · Supply Chain Director · Procurement Manager · COO
Industrial IQ platform architecture
Eight diagnostic engines create the Industrial IQ platform.
Catalog Intelligence
PartsCleanse AI
MRO catalog deduplication, field quality, UOM consistency, and duplicate capital exposure.
View engineInventory Risk Intelligence
InventoryMind AI
Dead stock, slow-moving stock, excess, stockout risk, and duplicated stock exposure.
View engineProcurement Leakage Intelligence
ProcureMind AI
Emergency procurement, stocked-but-purchased events, repeated buys, supplier alias risk, and price variance.
View engineWorking Capital Intelligence
FinanceMind AI
Duplicate capital exposure, carrying cost, emergency premium, and recoverable value scenarios.
View engineAsset-to-Part Intelligence
AssetMind AI
Asset-to-part linkage, critical spare coverage, obsolete asset spares, and plant risk heatmaps.
View engineMaintenance Readiness Intelligence
ReliabilityMind AI
Work-order spare availability, false stockout risk, repeat demand, and shutdown readiness.
View engineAI Readiness Intelligence
ReadyMind AI
ERP data quality, governance readiness, operational readiness, and first-use-case recommendation.
View engineEvidence Governance Intelligence
GovernanceMind AI
Evidence traceability, review-level assignment, owner approval, auditability, and no-write-back governance.
View engineStrategic authority paths
Deep-dive pages for buyers, partners, investors, and technical evaluators.
Use these pages to move from research into the exact Industrial IQ decision context: platform proof, role guidance, trust controls, methodology, solution briefs, and value-intelligence pages.
Strategic authority path
About AI2COE
Company context, platform positioning, and Industrial IQ brand architecture.
Strategic authority pathAI Governance for Industrial Operations
Governance controls for safe diagnostic-first industrial AI adoption.
Strategic authority pathBoard Briefs
Board-ready evidence summaries for finance, operations, procurement, CIO, and investor review.
Strategic authority pathBuyer Evaluation Guide
Printable evaluation guide for CFO, COO, CIO, CISO, procurement, maintenance, and investor review.
Strategic authority pathIndustrial IQ CSV Templates
Download starter CSV templates for all eight diagnostic engines.
Strategic authority pathAI2COE Evidence Library
Review sample reports, templates, calculators, comparisons, and trust briefs before a pilot.
Strategic authority pathBefore You Start MRO Data Cleansing
Checklist for source exports, duplicate evidence, owner review, and no-write-back cleanup readiness.
Strategic authority pathBefore You Buy MRO Inventory Optimization Software
Evidence-first guide for validating MRO inventory risk before optimization software spend.
Strategic authority pathIndustrial IQ in 2 Minutes
Video-ready walkthrough, transcript, storyboard, and product UI previews.
Strategic authority pathAnonymized MRO Diagnostic Case Study
Proof-of-structure case study showing how evidence moves from exported data to executive decisions.
Strategic authority pathBusiness Readiness
How AI2COE supports buyer confidence, value clarity, and diagnostic adoption.
Strategic authority pathCompany and Investor Overview
Public company narrative for strategic investors and partners.
Strategic authority pathCompetitor Landscape
Buyer-safe comparison context across MRO data, ERP, MDM, and diagnostic alternatives.
Strategic authority pathAI2COE Entity Profile
Reference page for AI2COE, Industrial IQ, PartsCleanse AI, and the platform taxonomy.
Strategic authority pathFor CIOs
ERP, AI readiness, governance, and no-write-back evaluation for technology leaders.
Strategic authority pathFor Maintenance Directors
Maintenance readiness, false stockout, and work-order spare evidence for reliability teams.
Strategic authority pathFor Maximo Leads
Maximo item-master readiness, export requirements, and diagnostic governance.
Strategic authority pathFor SAP Leads
SAP material-master readiness, S/4HANA data quality, and diagnostic evidence.
Strategic authority pathIndustrial AI Readiness Diagnostic Hub
Framework-led readiness diagnostic before AI automation, ERP modernization, or governed decision support.
Strategic authority pathIndustrial MRO Intelligence
Platform context for MRO catalog, inventory, procurement, and reliability decisions.
Strategic authority pathInventory Intelligence
Inventory risk context for dead stock, excess stock, slow movement, and stockout exposure.
Strategic authority pathMaterial Master Governance
Governance model for item-master cleanup, owner review, and evidence traceability.
Strategic authority pathMRO Catalog Intelligence
Catalog-quality context for duplicate records, UOM consistency, and material-master risk.
Strategic authority pathMRO Duplicate Rate Benchmarks
Benchmark context for duplicate catalog exposure and uploaded-data replacement.
Strategic authority pathOEE Impact Calculator
Planning model for the operational effect of catalog disorder on false stockouts, emergency buys, downtime, and manufacturing equipment effectiveness.
Strategic authority pathPlatform Pricing Path
Industrial IQ pricing context from snapshot to diagnostic plan and continuous intelligence.
Strategic authority pathProcurement Intelligence
Procurement leakage, emergency buying, supplier fragmentation, and review-ready evidence.
Strategic authority pathIndustrial IQ Scorecard
Scorecard context for decision readiness, evidence quality, and recurring improvement tracking.
Strategic authority pathBoard Guide: Industrial AI Readiness
Board-level readiness questions before AI and ERP transformation spend.
Strategic authority pathCFO Guide: Working Capital Exposure
Finance view of MRO inventory exposure and reportable assumptions.
Strategic authority pathCIO Guide: ERP Data Quality Before AI
Technology-led readiness guide for ERP and AI data foundations.
Strategic authority pathDuplicate SKU Cost Calculator Methodology
Methodology for interpreting duplicate SKU cost and exposure assumptions.
Strategic authority pathERP Material Master Cleanup Before AI
Why material-master evidence should come before industrial AI deployment.
Strategic authority pathFalse Stockouts and Catalog Data
How catalog fragmentation can hide available spares and create urgent buys.
Strategic authority pathHuman-Reviewed AI for MRO Data Quality
Human review, confidence tiers, and governance boundaries for diagnostic findings.
Strategic authority pathIndustrial Spare Parts AI Diagnostic
Diagnostic path for spare-parts evidence, reports, and no-write-back review.
Strategic authority pathJustify MRO Catalog Cleanup
Leadership case for moving from benchmark assumptions to diagnostic evidence.
Strategic authority pathMaterial Master Governance Operating Model
Operating model for review ownership, audit trail, and remediation sequencing.
Strategic authority pathMaximo Cleanup Before Inventory Optimization
Why Maximo item-master evidence should precede inventory optimization.
Strategic authority pathMRO Catalog Health Assessment Checklist
Checklist for catalog evidence, required fields, and review readiness.
Strategic authority pathMRO Inventory Reduction Software
Buyer guide for inventory reduction, diagnostic evidence, and finance review.
Strategic authority pathOracle EAM Spare Parts Readiness
Oracle EAM data-quality readiness for spare-parts diagnostics.
Strategic authority pathProcurement Leakage from Duplicate Spare Parts
Procurement risk created by fragmented item records and repeated buys.
Strategic authority pathS/4HANA MRO Data Readiness
Readiness context before S/4HANA migration and material-master cleanup.
Strategic authority pathSAP S/4HANA Material Master Cleanup
Migration-focused material-master cleanup and evidence sequencing.
Strategic authority pathSpare Parts Inventory Optimization AI
Inventory optimization context after diagnostic evidence and governance review.
Strategic authority pathWhy Emergency Procurement Happens
How poor visibility can create emergency buying even with high inventory.
Strategic authority pathWhy ERP Projects Do Not Solve Duplicate Inventory
Why ERP modernization still needs evidence-led data quality diagnostics.
Strategic authority pathSpare Parts Intelligence
Decision context for spare-parts data, inventory risk, and MRO evidence.
Strategic authority pathTrust Overview
Trust, governance, data handling, and no-write-back controls for Industrial IQ.
Strategic authority pathData Retention
Data-retention expectations, upload boundaries, and report ownership context.
Strategic authority pathSecurity Brief
Public security and data-handling brief for enterprise procurement and CISO review.
Strategic authority pathWorking Capital Intelligence
Finance context for carrying cost, capital exposure, and value realization.
How to use the library
Use the whitepapers to align stakeholders before the diagnostic.
The resource library is designed for internal circulation. Each paper gives executives a common language for the problem, then points them toward an evidence-generating action instead of a broad transformation discussion.
Recommended sequence
ReadFrame the industry problem and understand the governance standard
EstimateUse the ROI calculator or OEE calculator to size the opportunity at planning level
DiagnoseUpload the relevant operational export and replace assumptions with findings from the right Industrial IQ engine
Ready to go beyond the research?
Run a diagnostic on your operational data -- not just a benchmark.
These whitepapers show what the problem looks like across the industry. Industrial IQ shows what it looks like in your own exports, whether the decision involves catalog, inventory, procurement, finance, asset, reliability, readiness, or governance evidence.