LLM visibility

Articles on LLM visibility

1. What first-party data shows about AI search: Search Console, Bing AI Performance and their limits^{, 4 sources}

   Google folds AI Overviews and AI Mode into Search Console totals, while Bing reports citations directly. Here is what each report measures and where each stops.

   Footnotes DeskLLM visibilityOct 29, 20265 min read

2. How often AI search engines cite the wrong source: what two audits measured^{, 3 sources}

   The Tow Center's excerpt-tracing test and the Stanford verifiability audit measure different things, but both find that AI search citations are frequently wrong.

   Footnotes DeskLLM visibilityOct 29, 20265 min read