Industrial ERPs often look structured on the surface: item IDs, purchase orders, stock levels. But in many companies, they are overloaded with unintentional duplicates because the most important information is buried inside an unstructured description field.In heavy industry, descriptions are entered manually with little guidance or validation, so the same part shows up many times under different names. A single component might live three separate lives in the system: