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...
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 | Sep 2, 2025 | Cleansing
Every organisation wants faster, more accurate sourcing. Yet when Requests for Quotation (RFQs) are built on inconsistent or incomplete product data, the result is confusion, delays, and wasted cost. Clean data doesn’t just improve RFQs, it transforms them into a...
by AICA | Aug 28, 2025 | Cleansing, Comparison, Creation, Enrichment, Services, UNSPSC
When organisations classify product data at scale, one question always comes up: how confident can you be in the accuracy of each result? This is exactly where confidence scores add value. Confidence scores act as clear indicators of reliability. They guide...
by AICA | Aug 13, 2025 | Case Studies, Cleansing, Enrichment, UNSPSC
In the mining industry, a quiet but important transformation is taking shape. While still in its early stages, more companies are exploring the benefits of Product Information Management (PIM) systems to better control, enrich, and distribute their product data....
by AICA | Aug 8, 2025 | Cleansing, Partnership Opportunities
Warehouse inefficiencies are often blamed on outdated systems, poor layout, or staffing shortages. But one of the most overlooked and most damaging causes is the quality of the data behind the operation. Dirty, duplicate, and unclassified product data silently creates...
