by AICA | Oct 3, 2025 | Cleansing, Enrichment, UNSPSC
ERP and EAM systems are the backbone of modern procurement, supply chain, and maintenance operations. However, their reliability depends on one critical factor: the quality of the product and service data running through them. When data is incomplete, inconsistent, or...
by AICA | Sep 24, 2025 | Enrichment, UNSPSC
Every organisation wants procurement and maintenance data to be accurate, consistent, and easy to use. Yet in practice, many ERP and EAM systems are filled with free-text entries. Instead of selecting a structured purchase order (PO) line item, employees type vague...
by AICA | Sep 19, 2025 | Cleansing, Enrichment, UNSPSC
Every maintenance team faces the same challenge: when equipment fails, speed matters. The ability to source, identify, and replace the right spare part can mean the difference between hours of downtime and days of lost production. But too often, spare parts data...
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 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 | 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...
