A prompt is the text, and sometimes the image, file or voice input, that a user sends to an AI model to get a response. In AI search, prompts are the equivalent of search queries, but they tend to be longer, more conversational and more specific about the user's situation. Understanding the prompts your buyers use is the starting point for measuring and improving visibility in AI answers.
How prompts differ from keywords
A search keyword is often a few words: 'expense software'. A prompt is more likely to read like a request to a colleague: 'We are a 40-person agency in Canada. What expense software works with QuickBooks Online and handles per diems?' That extra context changes the answer, which means the same brand can appear for one version of a question and not another.
- Longer and more conversational
- Often include constraints: team size, budget, stack, region
- Frequently followed by follow-up prompts in the same conversation
- Not reported by AI platforms the way search queries are in Search Console
Building a prompt set for your category
Since platforms do not share prompt data with site owners, teams build their own list of representative prompts. Good inputs include sales call notes, support tickets, on-site search logs, People Also Ask questions, and the long-tail queries already in Search Console. Group prompts by stage: learning about the problem, comparing solutions, and checking a specific vendor.
Example
Turning sales notes into prompts
Slatewing, a fictional procurement platform, pulls the questions prospects asked on 50 discovery calls. Patterns emerge: buyers ask about approval workflows, SAP integration and audit trails. The team writes 60 prompts in buyers' own phrasing and uses them as the basis for tracking how assistants describe Slatewing and its competitors.
Common mistakes
Copying keyword lists into prompt trackers
Two-word keywords make poor prompts. Real users add context, and the context changes which brands get named.
Testing only branded prompts
Asking 'what is Slatewing' shows how you are described. Asking 'best procurement software for mid-market' shows whether you are recommended at all.
Questions
Not as of late 2026 in a form comparable to Search Console. Third-party tools estimate prompt demand, but their methods vary and the figures are estimates.
Writing prompts well matters for your own use of AI tools. For visibility, what matters more is understanding the prompts buyers write.
