A founder of one needs different things from an enterprise legal team. An agency taking on five new clients next quarter has different bottlenecks from a consultant who needs ChatGPT to know they exist. Below are the four buyer realities the product is shaped around.
You shipped the product. ChatGPT does not know it exists. Buyers ask AI before they ask Google. Right now, you are not in the answer.
You sell SEO and content. Clients are asking what you are doing about AI search. You need a multi-client GEO motion that does not require hiring three more people.
AI is recommending your competitor when buyers search for your category. You have brand budget, you have legal review, and you need to fix this without bringing in an unvetted vendor.
You are a consultant, an author, an analyst. ChatGPT recommends a generalist when buyers ask for someone with your expertise. You need AI to know you exist by name.
The Autopilot loop is the same regardless of who is operating it. The seven-LLM panel measures the same way. The score means the same thing. What changes per use case is the persona of the buyer being asked about, the query shapes that matter most, and the content priorities that move the score fastest.
Every use case page below is a working version of that mapping. Read the one closest to your reality. The product underneath is the same.
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