EngineeringExplainer
AI-Powered Column Mapping for CSV Imports, Explained
Every importer claims AI mapping. Most of the accuracy comes from four unglamorous layers underneath it — and knowing which layer fired tells you whether to trust the match.
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Engineering
How import internals actually work — matching algorithms, parsing, and the failure modes that only show up on real customer data.
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