by AICA | Jul 14, 2025 | Cleansing, UNSPSC
In the oil and gas industry, accuracy underpins every operation. From procurement and maintenance to compliance and safety, every system depends on clean, complete data. However, across upstream, midstream, and downstream operations, a persistent issue continues to...
by AICA | Jul 11, 2025 | Cleansing
Every industrial company today wants to leverage AI for smarter operations, predictive maintenance, and supply chain efficiency. However, there’s a critical problem holding many organisations back: bad data. No matter how advanced your AI tools are, if your product...
by AICA | Jul 7, 2025 | Enrichment
Every organisation wants to drive compliant, transparent procurement. But when it comes to ERP data, many companies are still struggling to enforce purchasing policies, supplier diversity goals, and regulatory requirements—because their product and service data is...
by AICA | Jul 1, 2025 | Informative, UNSPSC
Businesses that engage in cross-border trade must manage increasingly complex product and service data across languages, currencies, regulations, and logistics. At the heart of this complexity lies a critical but often overlooked vulnerability: unclassified or poorly...
by AICA | Jun 27, 2025 | UNSPSC
Every organisation wants to be data-driven, but when it comes to spend data, many businesses are still making high-stakes decisions based on incomplete, inconsistent, or unstructured information. One of the most overlooked culprits? A lack of product and service...
