Twenty buyer questions, captured verbatim.
The audit uses an agreed prompt set, then keeps the exact wording in the report. The aim is not to trick a tool into mentioning you. The aim is to test real buyer questions and see who gets named.
Buyer shortlist prompts
Example intent: who should we hire, which agency is credible, which provider understands this category.
Problem prompts
Example intent: why is my brand not appearing in AI answers, how do I track citations, what does an AEO audit include.
Category prompts
Example intent: GEO agency, AEO consultant, AI search optimisation, LLM citation tracking, AI visibility reporting.
Competitor prompts
Example intent: brand versus named competitors, alternatives, tools, and sources AI answers already lean on.
Audience prompts
Example intent: what a B2B founder, marketing lead, or technical team should fix first.