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...
by AICA | Sep 2, 2025 | Cleansing
Every organisation wants faster, more accurate sourcing. Yet when Requests for Quotation (RFQs) are built on inconsistent or incomplete product data, the result is confusion, delays, and wasted cost. Clean data doesn’t just improve RFQs, it transforms them into a...
by AICA | Aug 28, 2025 | Cleansing, Comparison, Creation, Enrichment, Services, UNSPSC
When organisations classify product data at scale, one question always comes up: how confident can you be in the accuracy of each result? This is exactly where confidence scores add value. Confidence scores act as clear indicators of reliability. They guide...
