
How to Tell If Your Brand Shows Up in AI Answers
One ChatGPT query isn't enough to know. The method I use: repeat each query 10 times, report a Wilson interval, and measure on a regular cadence.
SEOAI
Articles about AI

One ChatGPT query isn't enough to know. The method I use: repeat each query 10 times, report a Wilson interval, and measure on a regular cadence.

Resources, critical voices, and open questions from practice, not from hype. Months of reading, attending talks, downloading guides, and testing tools on real projects.

I ran a qualitative study of 21 interviews, which took me two months to analyze by hand, through a Gemini GEM. The codes matched. The situated interpretation did not. What I learned.