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 →
Board Brief | CIO

CIO board brief: ERP data quality before AI and S/4HANA scale.

A board-ready explanation of why SAP, Maximo, Oracle, and CMMS data quality must be proven before AI automation or ERP modernization expands.

Request Diagnostic PilotFor Leaders
Data readinessMapped field completeness and exceptions
Migration riskDuplicate-family backlog before cutover
Governance controlNo-write-back diagnostic evidence
Decision thesis

The board-level argument.

ERP modernization and industrial AI both depend on trusted master data. Duplicate MRO records are a measurable way to test whether the operating data layer is ready.

Recommended next action: Use a CSV-first diagnostic to establish the material-master baseline before integration, migration, or automation scope is locked.
Data readinessMapped field completeness and exceptions
Migration riskDuplicate-family backlog before cutover
Governance controlNo-write-back diagnostic evidence
What this helps you decide

CIO board brief: ERP data quality before AI and S/4HANA scale.

A board-ready explanation of why SAP, Maximo, Oracle, and CMMS data quality must be proven before AI automation or ERP modernization expands.

Run Free Industrial IQ Snapshot Talk to AI2COE
Who uses itCIO and the executive buying committee
Data neededBenchmark assumptions plus uploaded evidence from the relevant Industrial IQ diagnostic engine.
Next actionUse a CSV-first diagnostic to establish the material-master baseline before integration, migration, or automation scope is locked.
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