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Company news
What Industrial IQ is building and shipping.
Company
AI2COE Opens Global Evidence Access for PartsCleanse AI
Industrial IQ makes PartsCleanse AI available through a governed diagnostic path for organizations evaluating MRO catalog evidence.
CompanyPartsCleanse AI v1.3 Engine Released — TF-IDF Blocking, 200+ Part-Type Taxonomy, 50K SKU Synthetic Test
The v1.3 engine introduces TF-IDF weighted blocking, a 200+ part-type taxonomy, manufacturer alias normalization, and controlled sample-mode performance evidence using a 50,000-SKU synthetic test.
CompanyIndustrial IQ Publishes Cross-Industry MRO Research Library
Six foundation-market whitepapers covering MRO catalog quality, AI governance, and diagnostic-first strategy are now available through the AI2COE resource library.
Industry pulse
Market moves — with perspective, not press releases.
We monitor ERP migrations, regulatory shifts, and vendor announcements across asset-intensive industries. Our commentary connects each development to what it means for MRO data quality, catalog governance, and AI readiness.
Industry Pulse
SAP Users Face Growing Material Master Debt as S/4HANA Migrations Accelerate
As industrial operators plan SAP S/4HANA transitions, material master rationalization is surfacing as a critical diagnostic workstream that many organizations underestimated.
Industry PulseIndustrial AI Adoption Stalls at Data Quality Gate, Research Confirms
Consistent research findings confirm that industrial AI programs fail at the data quality gate more often than at the algorithm layer — validating the diagnostic-first approach.
Industry PulsePermian Basin Operators Prioritize Working-Capital Discipline as Price Volatility Persists
Upstream operators are turning to working-capital optimization programs that target MRO inventory rationalization as a near-term lever requiring no capital investment and no production risk.
Industry PulseUtilities MRO Organizations Reassess Spare-Parts Visibility After Supply Chain Disruptions
Post-pandemic supply chain disruptions forced utilities MRO organizations to examine spare-parts catalog accuracy as a foundational element of supply chain resilience.
Industry PulseManufacturers Discover Maintenance Data Quality Gap as Predictive Maintenance Investment Grows
As manufacturing organizations increase investment in predictive maintenance AI, many are encountering a foundational data problem: the spare-parts catalogs the AI must operate on cannot be trusted.
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.
Finance, operations, procurement, maintenance, reliability, ERP/data, security, and executive sponsors.
Relevant ERP, EAM, CMMS, inventory, procurement, asset, work-order, or readiness exports where available.
A diagnostic route, sample proof format, report evidence, confidence tier, owner review path, or commercial next step.
Read-only diagnostics, no ERP write-back, source-file purge after report generation, and human review before action.