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Warehouse inefficiencies are often blamed on outdated systems, poor layout, or staffing shortages.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...
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 24, 2025 | Cleansing
Maintenance, Repair, and Operations (MRO) data is a critical component of asset-intensive industries. However, it is often one of the least managed resources. Across global operations, organisations frequently struggle with fragmented product records, duplicated...
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...
