Anonymized MRO Catalog Diagnostic Case Study

Operating context

What the buyer is trying to decide.

An asset-intensive operator had a multi-site MRO catalog shaped by years of ERP/EAM exports, local naming conventions, supplier aliases, inconsistent UOM values, and low-movement stock. The buying committee did not need another generic cleanup opinion; it needed a defensible evidence pack showing which records deserved review before MDM, ERP migration, inventory optimization, procurement action, or AI adoption spend.

CFOCOOCIO / CTOCISOProcurementMaintenanceERP / Data Governance

Control evidence

Anonymized diagnostic-style case study
No customer logos or named-client claims
No ERP write-back
Source files purged after report generation
Summary and audit metadata may be retained for governance

Visual evidence map

How exported operational data becomes buyer-ready evidence.

Use this map to understand the diagnostic flow before reading the detailed posture change. It shows source context, evidence conversion, owner review, and safe action boundaries.

Source context

Files and context the diagnostic would inspect.

ERP/EAM item master

Inventory balance

Purchase history

Asset and work-order context

Step 1 Source exports Read-only uploaded files

Step 2 Map and normalize Field fit, aliases, context

Step 3 Evidence table Reason codes and confidence

Step 4 Owner review Human decision before action

Evidence signal 1 Evidence model

Findings grouped by reason code, confidence tier, value signal, and owner

Evidence signal 2 Executive output

Board-ready summary, evidence table, action queue, assumptions, and exclusions

Evidence signal 3 Governance posture

No automatic deletion, no blind merge, and human review before action

Review roles

Who reviews the evidence.

CFOCOOCIO / CTOCISOProcurement

Engine lens

Diagnostic engines most relevant to this pattern.

PartsCleanse AI InventoryMind AI ProcureMind AI GovernanceMind AI

Stage: No ERP write-back

Stage: Source files purged after report generation

Stage: Confidence-tiered evidence

Stage: Human review before action

Before / after diagnostic posture

The change AI2COE is meant to create inside the buying committee.

Before diagnostic

Catalog postureDuplicate descriptions, UOM drift, manufacturer ambiguity, and obsolete candidates reviewed manually

Decision pressureCFO, COO, CIO, procurement, and maintenance needed a single evidence view

System boundaryNo appetite for ERP write-back or uncontrolled master-data change

After diagnostic

Evidence modelFindings grouped by reason code, confidence tier, value signal, and owner

Executive outputBoard-ready summary, evidence table, action queue, assumptions, and exclusions

Governance postureNo automatic deletion, no blind merge, and human review before action

Situation

The buyer needed a fact base before committing to cleanup or transformation.

Duplicate material descriptions, inconsistent UOM values, OEM/manufacturer ambiguity, low-movement records, emergency-buy exposure, and working-capital leakage were visible symptoms. The hard question was which records, sites, suppliers, and part families should be reviewed first.

Evidence boundary: This page is an anonymized diagnostic-style case study. Metrics are sample/anonymized unless separately documented. It is not a named customer endorsement or savings guarantee.

Data used

Exports a buyer can prepare without production integration.

File	Typical fields
Material master export	Material ID, description, manufacturer, manufacturer part number, UOM, plant, storage location, category.
Inventory balance export	Stock quantity, unit cost, total value, last movement, site, criticality, safety stock where available.
Purchase history export	Supplier, PO date, quantity, unit price, emergency-buy flag, contract ID, lead time.
Optional asset register	Asset ID, equipment hierarchy, criticality, location, equipment type, asset status.
Optional work-order history	Work order, asset, part used, failure code, priority, downtime, maintenance type.

Diagnostic workflow

From exported records to executive evidence.

uploadfield mappingsource-fit scorenormalizationduplicate detectionconfidence tieringevidence reviewexecutive reportaction tracker

Findings model

What the evidence table makes visible.

Finding type	Evidence used	Confidence signal	Business impact	Owner
Semantic duplicates	Description, manufacturer, MPN, UOM, plant, stock value	High agreement across identifiers and descriptions	Cleanup priority and duplicate capital review	ERP / Data owner
UOM inconsistencies	UOM, purchase quantity, stock quantity, supplier pack size	UOM mismatch creates low or medium confidence	Prevent unsafe merge and route to review	Materials / Procurement
Obsolete candidates	Last issue date, last purchase date, stock value, usage history	Low movement and aged value signal	Aging, write-off, or disposition review	CFO / Inventory
Supplier ambiguity	Supplier name, supplier ID, manufacturer, PO history	Alias or preferred-supplier uncertainty	Supplier rationalization queue	Procurement
Critical-spares governance gap	Asset register, BOM, criticality, inventory balance, work-order usage	Asset-to-part evidence missing or incomplete	Critical-spare readiness review	Maintenance / Reliability

Executive output

The case study shows the report pack a pilot should produce.

duplicate risk summary and capital exposure bands
remediation queue with confidence tiers and reason codes
assumptions, exclusions, and data-quality limitations
recommended next actions for finance, procurement, maintenance, and ERP/data owners

What was not done

No ERP write-backIndustrial IQ produced evidence only.

No automatic deletionRecords were not removed, merged, or overwritten.

No blind mergeReview-sensitive findings stayed with human owners.

No savings guaranteeValue remains a buyer-reviewed diagnostic signal until action is approved.

Buyer relevance

Why this matters to the buying committee.

CFOCapital exposure, carrying cost, duplicate inventory, and finance-review assumptions.

COOUptime, site risk, maintenance execution pressure, and operating continuity.

CIO / CTOLow-risk diagnostic before ERP migration, MDM scope, or AI adoption investment.

CISORead-only export-first approach, source-file purge, human review, and audit metadata boundaries.

ProcurementSupplier/material rationalization queue, emergency buying, and repeated purchase signals.

MaintenanceAsset-to-part readiness, searchability, work-order spare availability, and critical-spare review.

Recommended pilot path: run a free Snapshot or founder-led pilot, review sample reports, then use the buyer evaluation guide to align finance, operations, technology, procurement, maintenance, and security reviewers.

Product experience

Inspect the upload, mapping, evidence, score, report, and action workflow before private data is uploaded.

These are illustrative Industrial IQ UI previews using sample/demo labels. They show the enterprise workflow buyers should expect: read-only upload, mapped fields, confidence-tiered evidence, executive reporting, and governed action tracking.

Industrial IQ in 2 Minutes

Industrial IQ illustrative upload workflow preview

Illustrative product UI preview

Upload operational data

CSV/workbook exports from ERP, EAM, CMMS, inventory, procurement, asset, and maintenance systems. No ERP write-back.

Illustrative product UI preview

Map fields

AI-assisted column matching exposes required fields, optional fields, source-fit score, and data readiness before the run.

Illustrative product UI preview

Evidence table

Findings show source row, matched record, reason code, confidence, business impact, and reviewer status.

Illustrative product UI preview

Diagnostic score

Score cards separate duplicate risk, source-fit, capital exposure band, and action priority.

Preview boundary: visuals use sample/demo content and do not represent customer data, approved customer outcomes, or financial commitments.

Evaluation assets

Proof, templates, trust, and pilot paths for serious buyers.

Enterprise evaluation asset

View Sample Reports

Inspect evidence, score, report, and action outputs before upload.

Enterprise evaluation asset

Download Buyer Evaluation Guide

Use the buyer committee, technical, procurement, and security review checklist.

Enterprise evaluation asset

Download Data Templates

Prepare starter CSV structures for all eight Industrial IQ engines.

Enterprise evaluation asset

View Security Brief

Review hosting, access, retention, DPA, SLA, SOC 2 roadmap, and no-write-back controls.

Enterprise evaluation asset

Request Founder-Led Pilot

Scope a low-risk diagnostic engagement before transformation spend.

Enterprise trust posture

Proof controls buyers expect before they upload operational data.

Source purge Uploaded source files are purged after report generation; summary metrics and Open Findings remain.

No ERP write-back The diagnostic creates evidence for review. It never changes, deletes, merges, or overwrites ERP records.

Local currency Reports display money in the user's selected or country-derived currency, while USD remains the base audit calculation.

Audit trail Report ownership, access, quota, and feedback events are retained for governed review.

Session downloads Excel, Word, PDF, and CSV downloads are available only in the active generation session.

Open Findings Browser findings remain available without retaining the original source catalog rows.

Buyer interpretation

This is the level of evidence a first paid pilot should produce.

The purpose of an Industrial IQ pilot is not to claim instant remediation. It is to create a defensible management fact base: source-backed findings, confidence distribution, exposure assumptions, readiness issues, and a review sequence that executives can govern.

Enterprise 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.

Best-fit reader

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 to expect

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 engines View sample reports Review no ERP write-back Run a Snapshot