From Supplier PDFs to Product Data: Where AI Needs a Second Check
Supplier files need more than extraction. Here’s how to check coverage, match SKUs, resolve unclear units and prices, and test product data before a catalogue import.
Data cleanup
AI shopping visibility now depends on boring product-data plumbing
AI-assisted shopping puts more pressure on ecommerce catalog data, feeds, schema, prices, availability, and return-policy governance.
Structured Outputs Make Intake Automation a Schema Design Job
Structured Outputs reduce format failures, but reliable intake automation still depends on schema design, validation, model choice, and controlled handoffs.
Written recommendations from Trafik og Veje, Aarhus Municipality (2011) and AgroTech (2010).
