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How Clean Product Data Transforms RFQs in MRO and Procurement

How Clean Product Data Transforms RFQs in MRO and Procurement

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...
Confidence Scores: How They Bring Transparency and Accuracy to Product Data Classification

Confidence Scores: How They Bring Transparency and Accuracy to Product Data Classification

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...
Using UNSPSC to Classify Enterprise Assets in Addition to Procurement Items

Using UNSPSC to Classify Enterprise Assets in Addition to Procurement Items

by AICA | Aug 25, 2025 | UNSPSC

Using UNSPSC to Classify Enterprise Assets in Addition to Procurement Items When most businesses think of the United Nations Standard Products and Services Code (UNSPSC), they see it as a tool for classifying the products and services they buy, sell, or use in...
Tackling the Hidden Challenges of GPC Classification for Retailers

Tackling the Hidden Challenges of GPC Classification for Retailers

by AICA | Aug 22, 2025 | UNSPSC

In retail, the GS1 Global Product Classification (GPC) system is widely adopted as the trusted framework for ensuring consistency, interoperability, and compliance across the supply chain. From procurement and merchandising to e-commerce and logistics, GPC...
Choosing the Right Data Classification System for Your Industry

Choosing the Right Data Classification System for Your Industry

by AICA | Aug 20, 2025 | Partnership Opportunities, UNSPSC

Every industry depends on accurate product and service data. Without proper classification, companies face duplicate records, poor spend visibility, inefficient procurement, and compliance risks. To address these issues, global classification standards have been...
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Recent Posts

  • How Clean Product Data Transforms RFQs in MRO and Procurement
  • Confidence Scores: How They Bring Transparency and Accuracy to Product Data Classification
  • Using UNSPSC to Classify Enterprise Assets in Addition to Procurement Items
  • Tackling the Hidden Challenges of GPC Classification for Retailers
  • Choosing the Right Data Classification System for Your Industry

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