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 | 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 3, 2025 | Cleansing, Informative, UNSPSC
Every organisation runs on product and service data. For years, the default approach to managing this information has been manual cleansing and enrichment; armies of people reviewing line items, correcting errors, filling in missing attributes, and assigning...
by AICA | Aug 5, 2025 | Cleansing, Informative
Every industrial organisation today is investing in digital transformation. From predictive maintenance and AI-driven procurement to ERP migrations and IoT integrations, companies are aiming for smarter, faster, and more resilient operations. But while the focus is...
by AICA | Jul 17, 2025 | Cleansing, Enrichment, Informative
Every organisation with an MRO department wants to improve uptime, reduce operational risk, and lower maintenance costs. However, these goals are often undermined by fragmented data and reactive decision-making. Fortunately, ISO 14224 implementation for MRO data...
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...
