What evidence is needed?

A PartsCleanse AI diagnostic replaces benchmark assumptions with uploaded-catalog evidence, confidence tiers, and a governed review backlog.

CIO board brief: ERP data quality before AI and

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

Decision-support brief

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 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.

Editorial governance

Reviewed for enterprise decision support.

This board brief is written to help executives turn MRO catalog disorder into a measurable, governable business case before funding remediation or AI adoption.

Content typeBoard brief

Reviewed2026-06-07

Claim policyBenchmarks are labelled; uploaded-data evidence is separated from assumptions.