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 →
SAP

SAP MRO Material Master Duplicate Detection

AI2COE helps SAP operators detect duplicate MRO material master records, quantify exposure, and prepare for S/4HANA readiness from CSV exports.

No integrationCSV export first
Fields10 supported signals
Industry-ready18 sector pages
System export model

SAP fields that strengthen the diagnostic.

AI2COE helps SAP operators detect duplicate MRO material master records, quantify exposure, and prepare for S/4HANA readiness from CSV exports.

MATNRMAKTXMEINSMFRPNMARAMAKTMARCMBEWWERKSLGORT
CSV-first rule: AI2COE does not require credentials, connectors, or write access for the first diagnostic.
Industry matrix

Open this ERP path in each industry context.

Diagnostic triggers

Why SAP operators evaluate this diagnostic.

Pain point

Plant-level duplicate material creation

Industrial IQ translates this operating problem into engine-specific evidence, value interpretation, and owner review priorities. PartsCleanse AI is used when the issue is catalog or material-master quality.

Pain point

S/4HANA migration readiness

Industrial IQ translates this operating problem into engine-specific evidence, value interpretation, and owner review priorities. PartsCleanse AI is used when the issue is catalog or material-master quality.

Pain point

Inconsistent short texts and manufacturer aliases

Industrial IQ translates this operating problem into engine-specific evidence, value interpretation, and owner review priorities. PartsCleanse AI is used when the issue is catalog or material-master quality.

Pain point

Capital exposure in duplicated spare parts

Industrial IQ translates this operating problem into engine-specific evidence, value interpretation, and owner review priorities. PartsCleanse AI is used when the issue is catalog or material-master quality.

FAQ

SAP duplicate-detection questions.

Can AI2COE analyze SAP without integration?

Yes. A controlled CSV export is enough to run the first diagnostic.

Which SAP migration use case is strongest?

Pre-S/4HANA MRO material master rationalization is the highest-urgency trigger.

Does the diagnostic change SAP records?

No. It creates evidence for owner-approved remediation only.

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.