Published by Flat Circle:
https://flatcircle.ai
This dataset audits which public-company products appear in live LLM purchase-recommendation answers. It covers six categories where consumers or businesses commonly ask for vendor shortlists and where public companies are credible vendors.
Idea credit: a Reddit post in r/ClaudeAI described a GEO auditor that queries LLMs with category recommendation prompts and scores brand mentions/rank position:… See the full description on the dataset page:
https://huggingface.co/datasets/flatcircle/public-company-geo-visibility-v1.
