Use this page to choose the right Industrial IQ diagnostic by operating problem, available source exports, evidence output, buyer role, and review boundary. Each Industrial IQ engine converts exported operational data into reviewable findings, confidence tiers, report outputs, and next-step actions without ERP write-back.
Industrial IQ Engines: This engine path connects the operating problem, exported source data, diagnostic logic, evidence output, review boundary, and next action for Industrial IQ buyers. Compare all eight Industrial IQ engines for MRO catalog quality, inventory risk, procurement leakage, working capital, asset-to-part readiness, reliability, AI.
Run This EngineCompetitors often show one proof metric. Industrial IQ shows the full decision chain: input data, diagnostic signal, evidence output, review role, governance status, and next action for each engine.
Oil & Gas upstream · SAP / Maximo pre-migration item master
"Use the diagnostic to replace catalog-risk assumptions with duplicate-family evidence, confidence tiers, and capital-exposure interpretation."
Finance, maintenance, procurement, and ERP owners
Run PartsCleanse AIUtilities and critical infrastructure · Inventory balance, movement history, criticality, and min/max exports
"InventoryMind separates dead, slow-moving, excess, and stockout-risk signals before policy changes are proposed."
CFO, inventory, and supply-chain leadership
Run InventoryMind AIManufacturing · PO history, supplier master, price history, and item references
"ProcureMind links emergency buys, repeated purchases, supplier overlap, and price variance to source purchase evidence."
Procurement director and category leads
Run ProcureMind AIOil & Gas and mining · Inventory value, duplicate-family evidence, carrying-cost rate, and recoverability assumptions
"FinanceMind turns operational findings into conservative, base, stretch, and uploaded-data views without implying fixed financial outcomes."
CFO, board sponsor, and finance team
Run FinanceMind AIData centers · Asset register, criticality, material master, and equipment-class exports
"AssetMind shows where critical assets have clear spare coverage, weak linkage, or no defensible part relationship."
COO, facilities, and asset integrity
Run AssetMind AIPower generation · Work orders, shutdown flags, asset criticality, and stock-on-hand exports
"ReliabilityMind shows where planned work is exposed by spare availability, repeat demand, or weak item visibility."
Maintenance director and reliability manager
Run ReliabilityMind AIManufacturing and industrial portfolios · ERP export sample, ownership fields, data freshness, and first-use-case evidence
"ReadyMind grounds AI readiness in actual operational data, not generic maturity survey answers."
CIO, CTO, and transformation office
Run ReadyMind AIPharmaceuticals and regulated operations · Findings, confidence, reviewer, review status, source record, and audit event exports
"GovernanceMind shows what is high-confidence, what needs review, and what should never be automated."
CISO, audit, quality, and governance
Run GovernanceMind AIUse benchmark frames for early qualification. Use uploaded-data results for customer-specific decisions.
Each engine has a distinct decision domain, but all use the same governed pattern: exported data, field mapping, source-backed evidence, confidence tiers, human review, reports, action tracking, and no ERP write-back.
CFO, CIO, Procurement, Maintenance, and Materials leaders
Inventory exposure InventoryMind AICFO, COO, Inventory, Materials, and Supply Chain leaders
Procurement leakage ProcureMind AICPO, Procurement Director, CFO, and Supply Chain leaders
Capital exposure FinanceMind AICFO, Finance Head, Procurement, and Board advisors
Asset-to-part linkage AssetMind AIAsset Integrity, Maintenance, Reliability, and Operations leaders
Maintenance readiness ReliabilityMind AIMaintenance Director, Reliability Manager, COO, and Plant leaders
AI readiness ReadyMind AICIO, CTO, COO, Data Governance, and AI Transformation leaders
Evidence governance GovernanceMind AICISO, CIO, Audit, Governance, and Transformation leaders
Every Industrial IQ engine follows the same governed flow: upload exported operational data, map fields, validate source fit, run the diagnostic, review evidence, score findings, generate a report, assign actions, and track recurring score history.
| Engine | Diagnostic label | Typical exported data | Output produced | Best-fit buyer roles | Proof path |
|---|---|---|---|---|---|
| PartsCleanse AI | MRO Catalog Intelligence Diagnostic | Description | PartsCleanse AI Catalog Diagnostic Report | CFO, CIO, Procurement, Maintenance, and Materials leaders | Product / Sample / Trust |
| InventoryMind AI | Inventory Risk and Exposure Diagnostic | Material Id, Quantity | InventoryMind AI Inventory Risk Report | CFO, COO, Inventory, Materials, and Supply Chain leaders | Product / Sample / Trust |
| ProcureMind AI | Procurement Leakage Diagnostic | Po Number, Description | ProcureMind AI Procurement Leakage Report | CPO, Procurement Director, CFO, and Supply Chain leaders | Product / Sample / Trust |
| FinanceMind AI | Working Capital Exposure Diagnostic | Material Id, Stock Value | FinanceMind AI Working Capital Report | CFO, Finance Head, Procurement, and Board advisors | Product / Sample / Trust |
| AssetMind AI | Asset-to-Part Linkage Diagnostic | Asset Id, Description | AssetMind AI Asset-to-Part Risk Report | Asset Integrity, Maintenance, Reliability, and Operations leaders | Product / Sample / Trust |
| ReliabilityMind AI | Maintenance and Reliability Readiness Diagnostic | Work Order, Description | ReliabilityMind AI Maintenance Readiness Report | Maintenance Director, Reliability Manager, COO, and Plant leaders | Product / Sample / Trust |
| ReadyMind AI | AI Readiness Diagnostic | Process Name, Data Source | ReadyMind AI AI Readiness Report | CIO, CTO, COO, Data Governance, and AI Transformation leaders | Product / Sample / Trust |
| GovernanceMind AI | Evidence Governance and Control Diagnostic | Finding Id, Finding Type | GovernanceMind AI Governance Review Report | CISO, CIO, Audit, Governance, and Transformation leaders | Product / Sample / Trust |
Identify duplicate spare-parts families, manufacturer ambiguity, part-number variation, UOM inconsistency, obsolete records, and MRO catalog-quality risk from exported item master and spare-parts data without writing back into ERP or EAM systems.
Identify excess stock, obsolete inventory, slow-moving items, duplicate inventory across sites, and critical-spares exposure from exported inventory, movement, valuation, and material master data without changing stock records or source systems.
Identify stocked-but-purchased events, emergency-buy patterns, supplier alias risk, repeat PO behavior, and price variance from exported purchase order, inventory, supplier, and material data without changing ERP or procurement systems.
Quantify reviewable working-capital exposure from duplicate inventory value, obsolete stock, slow-moving items, valuation gaps, and procurement-leakage signals using exported finance, inventory, and material data without treating exposure as realized value.
Identify missing, weak, or ambiguous asset-to-part relationships from exported asset registers, equipment hierarchies, material master data, spare-parts lists, and work-order references without changing EAM, CMMS, or ERP records.
Identify maintenance-readiness gaps, critical-spares uncertainty, planned-work support issues, shutdown-readiness risks, and reliability data gaps from exported work-order, asset, spares, and maintenance data without automating maintenance decisions.
Assess whether industrial data, ownership, governance, field completeness, process maturity, and first-use-case conditions are ready for safe AI initiatives before transformation investment.
Review evidence ownership, audit continuity, retained findings, confidence-tier review, action ownership, and source-file purge boundaries across Industrial IQ diagnostics without acting as a legal certification or autonomous approval system.
Every engine starts from exported data and ends in reviewed evidence, reports, and action tracking.
MRO stores, assets, maintenance, procurement, and site context are shown as the operating layer behind every diagnostic.
Industrial IQ starts with CSV or workbook exports, field mapping, and source-fit review before findings are treated as evidence.
Findings show source evidence, confidence, reason codes, assumptions, limitations, and human-review status.
Actions are accepted, rejected, deferred, or escalated by accountable owners. No ERP write-back happens automatically.