by AICA | Oct 20, 2025 | UNSPSC
Every maintenance team knows that equipment reliability depends on having the right part, at the right time. But in practice, that often isn’t what happens. When spare parts data is incomplete, duplicated, or inconsistent, it creates a hidden layer of inefficiency...
by AICA | Oct 17, 2025 | UNSPSC
OEMs play a crucial role in global supply chains, designing, producing, and supplying components, assemblies, and finished goods across industries. Yet many OEMs still manage product and service data in inconsistent formats across systems, regions, and business units....
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 13, 2025 | UNSPSC
Every organisation managing thousands, or even millions, of product and service records faces one persistent challenge: duplicate data. Whether it’s within ERP, MDM, or procurement systems, duplicate items distort inventory visibility, inflate costs, and erode...
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...
