Almost half of major retail catalogs contain errors. Humans copy and paste information incorrectly, departments maintain conflicting spreadsheets, and vendor-submitted data goes unverified. 

That error rate means AI can’t make heads or tails of many of the products online. The cost of bad data is no longer just operational friction. It is lost sales, lost customers, lost visibility in the primary discovery channel of the future: the LLM.