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Resources

Research that builds the case before the diagnostic.

Executive whitepapers on MRO catalog quality, AI governance, and industry-specific diagnostic strategy. Use these to frame the internal conversation -- then run the diagnostic to produce the actual evidence.

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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
Open Sample CatalogsSample ReportsERP Hubs
Whitepaper library

Executive research for operations and finance leaders.

Download is free with an AI2COE account. Each paper pairs with an industry diagnostic pathway -- read the thesis, then run the diagnostic to see your own numbers.

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.

MROERPCapital at riskGovernanceTurnaround

For: VP Operations · Reliability Director · Procurement Manager · CFO

9 pages  ·  PDF  ·  Free download

 Manufacturing  ·  Whitepaper

Manufacturing's Hidden Inventory Liability

How plant-level MRO catalog entropy inflates inventory, slows maintenance, and creates procurement leakage — with benchmark data across bearing, valve, motor, and fastener families.

PlantsCMMSInventoryOEEProcurement

For: Plant Manager · Materials Manager · Maintenance Manager · VP Operations

8 pages  ·  PDF  ·  Free download

 Cross-industry  ·  Whitepaper

AI 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.

GovernanceAudit trailModel ownershipRiskAI adoption

For: CIO · CTO · VP Operations · COO · CFO

8 pages  ·  PDF  ·  Free download

 Cross-industry  ·  Whitepaper

The Hidden Cost of MRO Catalog Entropy: A Cross-Industry Analysis

A benchmark analysis of duplicate spare-parts exposure, working-capital impact, and carrying-cost drag across Oil & Gas, Manufacturing, Mining, Pharmaceutical, and Utilities industries. Includes the six-stage diagnostic-first adoption framework.

MROCross-industryBenchmarkCapitalCarrying cost

For: CFO · COO · VP Operations · CIO · Procurement Director

12 pages  ·  PDF  ·  Free download

 Cross-industry  ·  Whitepaper

AI 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.

AI adoptionGovernanceFrameworkIndustrial AIPilot

For: CIO · COO · VP Operations · Digital Transformation Lead · CFO

10 pages  ·  PDF  ·  Free download

 Cross-industry  ·  Whitepaper

Global MRO Duplicate SKU Benchmark Report 2025

Industry benchmark data on MRO catalog duplicate rates, working-capital exposure, carrying-cost impact, and diagnostic sequencing recommendations across the six foundation industrial sectors. Based on catalog analysis across North America, Middle East, and Asia-Pacific operations.

BenchmarkSKUGlobalMROData qualityCapital exposure

For: CFO · VP Operations · Materials Manager · Procurement Director · COO

14 pages  ·  PDF  ·  Free download

 Mining  ·  Whitepaper

Network 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.

MiningNetworkSparesRestorationMRO

For: VP Network Operations · Supply Chain Director · Procurement Manager · COO

7 pages  ·  PDF  ·  Free download

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 to size the opportunity at planning level
DiagnoseUpload actual catalog data and replace assumptions with findings
Ready to go beyond the research?

Run a diagnostic on your actual catalog -- not a benchmark.

These whitepapers show you what the problem looks like across the industry. The PartsCleanse AI diagnostic shows you what it looks like in your own MRO catalog -- with your SKUs, your duplicate families, and your capital at risk.

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