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A reliable automation project starts with a defined packaging data model. Without one, suppliers will provide information in different formats and internal teams will use inconsistent terminology.
A workable system usually has six connected stages.
Validation should combine deterministic rules with AI-assisted review. Rules are best for predictable requirements. AI is useful for interpreting unstructured descriptions, identifying likely duplicates, and explaining inconsistencies for a human reviewer.