See which duplicate MRO records create working-capital exposure before cleanup begins.

Multi-decade SAP, Maximo, and Oracle catalogs can accumulate duplicate-risk signals across upstream, midstream, and downstream assets. Emergency-procurement assumptions from blind catalog conditions must be replaced by uploaded-data evidence before financial claims are made. S/4HANA migrations expose years of deferred catalog governance.

Processes exported MRO item-master fields — including UNSPSC, manufacturer, plant code, and unit-of-measure where available — against 7 industrial discriminator classes. Rotating and static equipment parts remain subject to confidence tiers and engineering review before consolidation. Duplicate families are delivered as review-ready findings.

OEE programs stall when duplicate SKUs create false stockout signals that may trigger unplanned downtime and emergency-procurement candidates. The catalog problem is invisible until it is diagnosed with source-backed evidence.

Identifies duplicate-record candidates that may generate false-stockout signals and estimates their OEE relevance for review. The remediation CSV supports SAP or Oracle item-master planning after owner validation.

Multi-site operations accumulate MRO catalog debt during equipment expansions and acquisitions. Large mining catalogs can carry material duplicated-inventory exposure when planning assumptions are replaced by uploaded-data evidence. Cross-site part aliases are often a high-value and hard-to-see duplicate class.

Handles multi-plant catalog exports and identifies cross-site duplicate-family candidates. Discriminator logic helps route similar-specification but non-interchangeable mechanical components to review before consolidation.

Regulated maintenance environments require traceable, consistent parts records. Duplicate catalog entries can create documentation inconsistencies that should be reviewed before inspections or change-control decisions.

Diagnostic output is a governed, confidence-tiered finding with source records, scoring rationale, discriminator penalties, and an evidence chain for owner review.

Food and beverage operators running lean manufacturing and traceability programs can find that duplicate MRO records inflate working capital assumptions and obscure true inventory positions during record reviews.

Identifies duplicate-SKU candidates that may lock working capital in excess MRO stock and produces a capital exposure estimate for finance review. The clean catalog CSV supports CMMS remediation planning without ERP write-back.

Aging transmission, generation, and distribution asset bases accumulate catalog disorder across decades of ERP migrations and equipment additions. Large utility catalogs can carry material duplicate-exposure assumptions, but customer-specific values require uploaded inventory, cost, and item-master evidence.

Engine logic is designed for large exported catalogs and uses 7-class discriminator controls to route similar-description but non-interchangeable electrical and mechanical components to review. Critical-spare findings require discriminator and owner-review context before action.