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 29, 2025 | Informative, UNSPSC
AI is beginning to transform how organisations cleanse, enrich, and classify product data. Automation brings unmatched speed and scalability, but true data quality still depends on a human touch. At AICA, we believe the best results come from a hybrid model:...
by AICA | Oct 27, 2025 | UNSPSC
The United Nations Standard Products and Services Code (UNSPSC) provides a universal taxonomy for classifying products and services, creating the structure needed for supply chain transparency and efficiency. When implemented correctly, UNSPSC classification...
by AICA | Oct 22, 2025 | UNSPSC
Global classification standards such as UNSPSC and GS1 GPC provide a universal structure for describing products and services, ensuring that suppliers, buyers, and systems “speak the same language.” But while adoption of these standards brings significant benefits,...
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...
