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 →
Illustrative Diagnostic Scenario

Illustrative Diagnostic Scenario: MRO Catalog Duplicate Risk

A non-customer illustrative scenario showing how Industrial IQ evaluates duplicate MRO records, confidence tiers, and owner actions from exported catalog data.

Sample onlyNo customer data
Evidence modelData to action
Read-onlyNo ERP write-back
Evidence-led diagnostic report showing score history, maturity bands, confidence levels, and prioritized enterprise AI recommendations.
Sample reports show the structure of evidence rows, confidence tiers, assumptions, limitations, actions, and executive outputs.
Situation

What the buyer is trying to understand.

A multi-site operator suspects duplicate spare-parts records are splitting inventory, demand history, and procurement visibility across plants.

CFOERP / DataMaintenanceProcurement
Scenario boundary: Illustrative structure only. Live reports require uploaded operational data and human review before action.
Uploaded data

Exports used in the scenario.

material mastermanufacturermanufacturer part numberUOMplant/sitestock quantityunit costpurchase history
Diagnostic checks
  • semantic duplicate grouping
  • manufacturer and MPN normalization
  • UOM and attribute conflict review
  • value exposure by confidence tier
  • owner action queue
Example findings

Sample findings and interpretation.

FindingIllustrative interpretation
Likely duplicate family Three records share MPN evidence but differ by site-specific description.
UOM conflict Two records appear similar but use different commercial units and require owner review.
High-value review queue Duplicate candidates above the value threshold are routed to finance and materials owners.
Risk interpretation

Why this scenario matters.

Duplicate catalog risk can inflate working capital, create false stockouts, and make ERP cleanup look broader than it needs to be.

Relevant engines
PartsCleanse AIFinanceMind AIGovernanceMind AI
Owner actions
  • validate high-confidence families
  • assign ambiguous records to specialist review
  • prioritize cleanup by value and criticality
Trust boundary

No ERP write-back. Source files purged after report generation. Human review before action. Summary metrics and audit metadata may be retained for governance.

Scenario FAQ 01

Is this a customer case study?

No. It is an illustrative diagnostic scenario for buyer evaluation and does not use customer data or customer claims.

Scenario FAQ 02

What happens in a live diagnostic?

Industrial IQ replaces sample findings with uploaded-data evidence, confidence tiers, scores, reports, and action ownership.

Scenario FAQ 03

Does Industrial IQ write back to ERP?

No. It produces evidence for human review and does not change ERP, EAM, CMMS, procurement, inventory, or maintenance systems.

Evaluation resource map

Turn documentation into a guided evaluation path.

Resources and docs help reviewers move from methodology to templates, proof format, trust review, and pilot decision without hunting through long text blocks.

Download Data Templates
Resource review lens

Use this page to prepare the buyer committee, source files, and proof review.

Resource review reduces friction: what data is needed, how reports look, how evidence is reviewed, and which route the buyer can take next.

Best-fit reader

Implementation leads, buyer committees, data owners, procurement reviewers, and product champions.

Evidence to prepare

Required fields, CSV templates, user manuals, buyer guides, sample reports, diagnostic scenarios, and trust controls.

Output to expect

A prepared evaluation path that leads to sample proof, data templates, upload, or a scoped diagnostic discussion.

Trust boundary

Read-only diagnostics, no ERP write-back, source-file purge after report generation, and human review before action.