by AICA | Sep 17, 2025 | Enrichment, Informative, UNSPSC
Every procurement team wants better visibility into spend. The goal is simple: know where money is going, identify savings opportunities, and base sourcing decisions on facts, not assumptions. But without clean, structured data, spend analysis fails before it even...
by AICA | Sep 15, 2025 | Cleansing, UNSPSC
Procurement teams are under constant pressure to deliver faster, cheaper, and more reliable sourcing outcomes. Yet one of the most overlooked obstacles is the quality of the underlying product and service data. When Requests for Quotation (RFQs) are built on...
by AICA | Sep 11, 2025 | UNSPSC
In asset-intensive industries, equipment and infrastructure, from haul trucks and compressors to pumps and boilers, are the foundation of operations. Yet asset master data is often fragmented across ERP, EAM, and maintenance systems. Inconsistent naming...
by AICA | Sep 9, 2025 | Enrichment, UNSPSC
In asset-heavy industries like mining, oil and gas, utilities, and manufacturing, procurement teams often focus on physical goods such as spare parts, equipment, and raw materials. Yet services, maintenance, transport, training, and site support regularly account for...
by AICA | Sep 3, 2025 | Cleansing, Informative, UNSPSC
Every organisation runs on product and service data. For years, the default approach to managing this information has been manual cleansing and enrichment; armies of people reviewing line items, correcting errors, filling in missing attributes, and assigning...
