I Audited 10 GEO Tools So You Don't Waste $500/Month on the Wrong One

This article presents an audit of 10 GEO tools, revealing that only three provide URL-level citation data, which is crucial for understanding how LLMs retrieve information. The author emphasizes the importance of these tools to make the impact of AI search on conversions visible, warning against budget waste and false confidence from choosing the wrong tool.