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 →
Executive Decision Library

Blogs, newsletters, and articles built around the questions industrial buyers need answered before action.

The Industrial IQ research architecture turns each industry page into a deeper authority cluster: ERP migration readiness, working capital, OEE, procurement leakage, AI readiness, master-data governance, critical spares, and diagnostic-first adoption.

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1080Decision assets
18Industries covered
3Content formats
AI adoption maturity roadmap showing discovery, diagnostics, governance, pilot prioritization, and enterprise scaling stages.
Research pages separate benchmark assumptions from uploaded-data diagnostics and owner-reviewed action.
Content architecture

Decision support organized for enterprise buyers.

Executive Brief

Blogs

Twenty blogs for each of 18 industries, organized around executive decision triggers and operating-risk questions.

360 pages · decision support

 Executive Newsletter

Newsletters

Twenty newsletters for each of 18 industries, organized around executive decision triggers and operating-risk questions.

360 pages · decision support

 Research Note

Articles

Twenty articles for each of 18 industries, organized around executive decision triggers and operating-risk questions.

360 pages · decision support

Decision-use model

Each asset answers one operating decision question.

The library avoids generic thought leadership. Each asset maps one role-specific question to one operating trigger, one financial consequence, and one diagnostic next step. The goal is to help leaders connect MRO deduplication, ERP material master cleanup, OEE recovery, procurement leakage, spare-parts inventory optimization, and AI readiness to a governed decision.

Role lenses
CFOWorking capital, carrying cost, board-ready value case
COOUptime, OEE, false stockout, site fragmentation
CIOERP migration, AI readiness, no-write-back proof
CPOSupplier aliases, price variance, emergency buying
Industry authority clusters

Open the source industry hubs behind the executive decision library.

Oil & GasMiningManufacturingFood & BeveragePharmaceuticalUtilitiesData CentersAviation MRO / AirlinesHealthcare SystemsRail, Metro & TransitTelecom Network OperatorsPorts, Marine Terminals & ShippingAerospace & Defense Maintenance DepotsWarehousing, Distribution Centers & 3PLCommercial Fleet, Trucking & LogisticsConstruction & Heavy Equipment FleetsHigher Education & Multi-Campus FacilitiesHospitality, Resorts & Gaming
Decision intelligence map

Connect the operating question to evidence and action.

Resource pages connect industrial operating questions to the data, diagnostic engine, evidence boundary, and next review step behind the topic.

Explore Research
Question

Start with a defined industrial operating question, not a generic AI theme.

 Source evidence

Identify the ERP, EAM, inventory, procurement, asset, or work-order evidence required.

 Diagnostic lens

Use the relevant engine and methodology for the decision domain.

 Decision output

Translate findings into confidence-aware interpretation and owner action.

Executive 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.

Audience

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

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 enginesView sample reportsReview no ERP write-backRun a Snapshot