Your LLM Isn't the Problem. Your Pipeline Is.

The article highlights a common architectural problem in LLM-powered product tagging for e-commerce, where individual LLM calls, though correct, lack memory of previous calls, leading to fragmented taxonomy. The issue is not the LLM but the pipeline's failure to provide a consistent tag vocabulary as input.