LLM Shelf reports

How AI sees categories, brands and products

LLM Shelf reports show which brands and products make AI shortlists, where they win and when the recommendation shifts to a competitor.

Cover of the One question, three different bowls report

Pet food · Poland · July 2026

One question, three different bowls

What AI recommends to dog owners in Poland — and why every system chooses differently. 405 tests and 393 text responses.