Agentic AI in marketing: why most projects fail, and what a working one looks like
GEO / AI Search
12 mins read

GEO / AI Search
12 mins read

Most advice on this is inference dressed as fact. OpenAI documents exactly one thing clearly, which is access. Here is what is documented, what is inferred, and how to verify the rest for yourself.
janvi
10 mins read
Being named in an AI answer and having your page used as its source are different outcomes with different causes and different fixes. The gap between them is the most useful diagnostic in AI search, and most reporting collapses it into one number.
janvi
10 mins read
Every platform reports share of voice and almost none of them define it the same way. Here is the definition worth using, the three choices that change the number, and how to measure it yourself without buying anything.
janvi
9 mins read
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