by AICA | Sep 26, 2025 | UNSPSC
In the construction industry, equipment and spare parts are the backbone of operations. Cranes, mixers, trucks, and countless spare parts keep projects moving forward. Yet, in many organisations, the data describing these assets is fragmented, inconsistent, and...
by AICA | Sep 24, 2025 | Enrichment, UNSPSC
Every organisation wants procurement and maintenance data to be accurate, consistent, and easy to use. Yet in practice, many ERP and EAM systems are filled with free-text entries. Instead of selecting a structured purchase order (PO) line item, employees type vague...
by AICA | Sep 22, 2025 | Case Studies
When organisations attempt to migrate messy, inconsistent, or incomplete data into their new ERP system, projects stall. Instead of focusing on adoption and process optimisation, teams are stuck cleaning up duplicates, reconciling naming conventions, and filling...
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 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...
