I just finished research yielding clear and precise evidence of what it takes to
By Benwills · October 10, 2026 · Curated by George's Blog
I just finished research yielding clear and precise evidence of what it takes to rank on LLMs, and how we need to prioritize AI search visibility efforts moving forward.
This kind of chart is consistent across 13 OpenAI LLMs, Google AI Overviews, ChatGPT's web interface, and 3 Gemini Flash models. And it's consistent across 100 completely different industries.
So, what is it?
Report comes out on Monday. Just as you're accustomed to seeing from me, it will consist of rigorous research and tons of data. I genuinely don't believe this kind of research has been done before. And nothing I know of has yielded such an overwhelming correlation.
We can finally say, with hard data, what it takes to rank in LLMs. And we also have the tools now to do it.
Follow to find out more on Monday.