GenGrowth

GEO tools

GEO Brief Builder

Take one question buyers ask an AI, read how a real answer to it was organised, and pair that with the facts you have verified yourself. What comes out is a brief a writer can work from, with a source on every line.

What this does not do

  • The subtopics were read from one answer, asked once, on one surface. The same question asked again returns something different — measuring that is the AI visibility check, not this.
  • One surface: ChatGPT through the DataForSEO API. What another engine would answer is not observed here.
  • Every fact in the table is yours, verified by you. Nothing in this brief was taken as fact from a model's answer.
  • This is a brief, not a draft. It says what the page has to do; it does not write it.

Questions about this

Where do the subtopics come from?
From one real answer to your question, read once on ChatGPT. The tool takes the headings and list lead-ins that answer used — not a model's summary of it — and marks each one as observed. If the answer was unstructured prose, you get nothing there and the brief says so, because splitting a paragraph into subtopics would be inventing the evidence.
Can it write the numbers for me?
No, and that is deliberate. Anything specific comes from the fact table you verified in your knowledge base. A dimension you have not verified is printed as not verified, with the reason. The model that assembles the brief is told it may never state a fact that is not in that table.
Why is a sampled answer not a source of facts?
Because it is another company's model, answering once, and it can be wrong. It is good evidence about what a page has to cover — that is what it is used for — and no evidence at all about what is true of your product.
Does it write the page?
No. It produces a brief: what the opening has to answer, what the page has to cover, a shape, the facts you may use, and what not to put a number on. Writing is yours, or your writer's.

The rest of the chain

A brief is worth writing when you know which questions you are missing, and worth publishing when the page it becomes can actually be read.