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Building AI Reporting Intelligence for Manufacturing Without Expanding Spreadsheet Dependency

Manufacturers want faster reporting, better forecasting and stronger decision support, but many AI initiatives fail when they simply automate spreadsheet sprawl. This article outlines a business-first approach to building AI reporting intelligence on top of ERP data, operational workflows and governed knowledge assets so leaders can improve visibility without creating new control, security and data quality risks.