Blog
Practical writing on material codification, UNSPSC, MRO master data quality, and building better industrial material records.
How to Identify Duplicate Materials in Your ERP — A Three-Tier Approach
Duplicate materials inflate inventory costs, distort spend data and complicate maintenance. Here is a structured approach to finding and resolving them.
AI-Powered Material Master Cleansing: What It Can and Cannot Do
AI can dramatically accelerate material master cleansing — but it cannot replace specialist review. Here is what to expect and how to get the best results.
What Is Material Codification? A Complete Guide for Industrial Organisations
Material codification is the foundation of reliable material master data. This guide explains what it is, why it matters and how to get it right.
Duplicate Material Identification: How to Find and Prevent Duplicate Records
Learn how industrial organizations can identify duplicate material codes using AI, standardized descriptions, technical attribute matching and UNSPSC classification while protecting critical material specifications.
AI-Powered Material Master Cleansing: How to Standardize Industrial Data
Discover how AI-powered material master cleansing can standardize inconsistent descriptions, extract technical attributes, identify data-quality issues and prepare industrial materials for reliable UNSPSC classification.
UNSPSC Material Codification: A Complete Guide for Industrial Procurement
Learn how UNSPSC material codification helps organizations standardize material classification, improve procurement visibility, identify data inconsistencies and build a reliable material master.