What data does Industrial IQ need?

Industrial IQ works from CSV exports. Required fields vary by engine, and the docs list minimum viable uploads plus best uploads.

Are ROI results final financial outcomes?

No. ROI pages label benchmark, estimate, assumption, limitation, and customer-specific diagnostic requirements.

Does Industrial IQ write back to ERP?

No. Industrial IQ creates evidence-backed diagnostics, reports, actions, and governance review without ERP write-back.

ProcureMind AI Documentation | Required Procurement Data

Engine-to-Value Map

ProcureMind AI turns source data into reportable value.

InputPo Number, Description + Material Id, Supplier, Unit Price, Quantity, Order Date

DiagnosticEmergency-buy, stocked-but-purchased, repeated-purchase, supplier-alias, price-variance, and vendor-overlap detection.

OutputProcurement leakage score, evidence table, confidence tiers, report, actions, and score history.

ValueSupplier consolidation opportunities, buyer/category evidence view, contract-leakage signals, and emergency premium model. Buy vs transfer vs review recommendation engine with human approval controls.

Engine operating brief

How this diagnostic works for a decision owner.

Readiness label	Requires scoped enterprise review
Business problem	Emergency procurement, stocked-but-purchased events, repeated buys, supplier alias risk, and price variance.
Buyer role	CPO, Procurement Director, CFO, and Supply Chain leaders
Trigger event	Emergency buying spikes, repeated purchases, supplier overlap, price variance, or stocked-but-purchased exceptions.
Core source export	Po Number, Description
Optional fields	Material Id, Supplier, Unit Price, Quantity, Order Date, Order Type, Emergency Flag, Stock On Hand, Site, Currency
Upload workflow	Upload -> Validate -> Analyze -> Evidence -> Score -> Report -> Action -> Repeat
Column mapping	Industrial IQ profiles source-fit, suggests field matches, asks the user to normalize unmapped required fields, then recalculates mapping readiness before the engine runs.
Evidence generated	Source-backed evidence rows, reason codes, confidence tiers, review status, assumptions, limitations, and action-owner context.
Score output	Procurement leakage score
Report output	ProcureMind AI Procurement Leakage Report
Confidence tiers	High-confidence findings can move to review; weak or unsafe matches stay in human-review queues.
Recurring use case	Monthly or quarterly re-uploads create score history, action progress, planning comparison, and renewal value reporting.

Required fields

Minimum viable fields and engine-specific context.

Engine	Required Data File	Required Fields	Optional Fields	Output Generated	Minimum Viable Upload	Engine-Specific Context
ProcureMind AI	Purchase order CSV	Po Number, Description	Material Id, Supplier, Unit Price, Quantity, Order Date, Order Type, Emergency Flag, Stock On Hand	Procurement leakage score, evidence, report, actions, score history	Po Number, Description	Material Id, Supplier, Unit Price, Quantity, Order Date, Order Type, Emergency Flag, Stock On Hand

Diagnostic logic

What this engine analyzes.

Emergency-buy, stocked-but-purchased, repeated-purchase, supplier-alias, price-variance, and vendor-overlap detection.
PO-to-stock evidence for buy vs transfer review.
Commercial control gaps where supplier or price fields are missing.

Recurring value

How the engine matures after the first run.

Supplier consolidation opportunities, buyer/category evidence view, contract-leakage signals, and emergency premium model.
Vendor overlap graph connecting item family, supplier alias, price variance, and purchase recurrence.
Procurement leakage score with action tracker items by review role.
Buy vs transfer vs review recommendation engine with human approval controls.
Avoided-spend ledger and supplier consolidation QBR report.
Procurement benchmark pack by category, site, emergency rate, and supplier fragmentation.

Report interpretation

How to read the output.

ProcureMind AI Procurement Leakage Report includes Procurement leakage score, evidence records, confidence tiers, assumptions, limitations, action tracker items, score history, and no-write-back governance language.

Procurement Leakage IntelligenceValue lever

Uploaded dataCustomer-specific diagnostic required

ProcureMind AIRelated diagnostic engine

EstimateAssumption-labeled until reviewed

Benchmark assumptionUploaded evidenceConfidence tierHuman reviewReportable value

Industrial IQ platform bridge

How this connects to AI2COE Industrial IQ

Procurement Leakage Intelligence is not treated as an isolated content topic. Industrial IQ connects it to uploaded data, engine evidence, confidence tiers, executive reports, actions, score history, and governance review.

Run Free Industrial IQ Snapshot Explore 8 Diagnostic Engines

PartsCleanse AIcreates catalog evidence and duplicate-family findings.

InventoryMind AIextends catalog signals into inventory risk, dead stock, excess stock, and stockout exposure.

ProcureMind AIconnects supplier and purchase signals to emergency buying, repeat purchases, and leakage.

FinanceMind AItranslates operating findings into working-capital exposure, carrying-cost assumptions, and finance-review scenarios.

AssetMind AIconnects parts to asset relevance, equipment coverage, and plant-register context.

ReliabilityMind AIconnects spare availability to maintenance readiness, false-stockout risk, and shutdown planning.

ReadyMind AIevaluates ERP, data, governance, and AI readiness gaps before transformation spend.

GovernanceMind AImanages confidence, evidence traceability, human review, and auditability.

Documentation context

Use the docs to move from source export to reviewed diagnostic evidence.

Each guide keeps Industrial IQ documentation tied to source preparation, validation, evidence review, and Trust controls.

Docs home

Prepare export Use approved CSV/workbook exports or governed sample data. Map fields Confirm required fields, aliases, source fit, and limitations. Review evidence Inspect findings, confidence tiers, assumptions, and owner actions. Trust controls No ERP write-back, source-file purge after report generation, and human review before action.