by AICA | Nov 4, 2025 | Cleansing, UNSPSC
In the oil and gas industry, every decision, from exploration and drilling to procurement and maintenance, relies on the quality of available data. Yet despite operating some of the most advanced systems in the world, many organisations struggle with inconsistent,...
by AICA | Oct 15, 2025 | Cleansing, Enrichment
In global trade, accuracy in product classification is everything. Every item that crosses borders must be assigned a Harmonized System (HS) Code, a universal numeric identifier that determines customs duties, tariffs, and compliance requirements.Yet for most...
by AICA | Oct 8, 2025 | Cleansing
In every enterprise, clean product data is essential for accurate procurement, inventory management, and reporting. Yet one of the most common and costly data issues organisations face is duplication. Duplicate product records inflate stock levels, distort spend...
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 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 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...
