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Track what Industrial IQ is shipping and how the MRO landscape is evolving — market events, ERP migrations, vendor announcements, and what they mean for operations and procurement leaders.
Industrial IQ makes PartsCleanse AI available to any organization globally with 30 free diagnostic runs, no credit card required.
CompanyThe v1.3 engine introduces TF-IDF weighted blocking, a 200+ part-type taxonomy, manufacturer alias normalization, and validated performance at 50,000 SKU scale in 42.9 seconds.
CompanySix foundation-market whitepapers covering MRO catalog quality, AI governance, and diagnostic-first strategy are now available through the AI2COE resource library.
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.
As industrial operators migrate from SAP ECC to S/4HANA, material master rationalization is surfacing as a critical pre-migration requirement that many organizations underestimated.
Industry PulseConsistent 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 PulseUpstream 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 PulsePost-pandemic supply chain disruptions forced utilities MRO organizations to examine spare-parts catalog accuracy as a foundational element of supply chain resilience.
Industry PulseAs 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.
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