Diary

Notes on brand visibility

A model names the company correctly, then in the next line attributes a competitor's service to it. The source looks reliable, but it leads to a page nobody has updated for several years. My notes usually begin with small failures like these. In the blog, I examine how AI systems see companies: which brands they name, which they skip, which sources they treat as evidence. I usually publish once a week or a little less often.