The questions to track before buyers ask AI
AI visibility tracking is only as good as the questions you track. Enter your brand, category and a couple of competitors and get a tailored pack of real buyer prompts, ready to paste into CiteTrack AI or run yourself.
These are the questions to monitor across engines. On WordPress, CiteTrack AI tracks a pack like this on a schedule and records whether you’re cited, mentioned or absent for each one.
Tracking the wrong prompts is the most common mistake
When people first try to measure their AI visibility, they track their own brand name. “What is Acme Analytics?” And of course the answer mentions them, so the dashboard looks great and tells them nothing. The questions that actually decide whether you win a customer are the ones asked before they know your name: “best tool for X,” “alternatives to the market leader,” “how do I solve this problem.” Those are the moments where an AI hands over a short list, and where being absent quietly costs you the deal.
This generator builds that list for you. It takes your category, your competitors and the problem you solve, and assembles the buyer-intent questions that matter in AI search, grouped by the kind of intent each one represents. It is the groundwork that makes citation tracking meaningful: track these, and your visibility data reflects real purchase decisions instead of vanity.
The five kinds of prompts that matter
A good tracking pack covers the buyer’s journey, not just one moment. The generator produces prompts across five intents:
- Category / best-of, “best [category] for [audience]”, the highest-intent comparison questions where short lists form.
- Alternatives, “alternatives to [competitor]”, where you want to appear next to the names buyers already know.
- Head-to-head, “[competitor A] vs [competitor B]”, the comparisons you want to be part of.
- Problem / solution, “how do I [problem]”, the questions asked before any brand is in mind.
- Trust / validation, “is [your brand] any good”, the reputation questions asked late in the decision.
How to use your prompt pack
Copy the generated list and review it before adopting it as your tracking set. These are contextual templates, not claimed search-demand data. The point is to monitor approved buyer questions across the services your customers use, on a consistent schedule, and watch whether comparable answers move from absent to mentioned to cited over time. CiteTrack AI can run approved questions across ChatGPT, Perplexity, Gemini, Claude and Grok, keep failed or incomplete checks out of the denominator, and chart share of voice against named competitors. Start with citation tracking, or read how to monitor competitors.
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Frequently asked questions
What prompts should I track for AI visibility?
Track the buyer-intent questions asked before someone knows your brand: "best [category]", "alternatives to [competitor]", "[A] vs [B]", and "how do I [problem]". This generator builds that pack from your category and competitors.
Why not just track my brand name?
Because AI almost always mentions you when asked about you directly, so it tells you nothing. The questions that decide deals are the category and problem questions asked before your name comes up. Those are what to track.
Is the generator free?
Yes, free and no signup. It runs entirely in your browser; nothing you enter is sent anywhere.
What do I do with the prompt pack?
Use it as your tracking set: monitor each question across AI engines on a schedule and watch whether you move from absent to cited over time. CiteTrack AI automates exactly this inside WordPress.
How many prompts should I track?
Start with the strongest 10 to 20 buyer questions. A tight, high-intent set trended consistently beats a huge list you check once. Add competitors to make share-of-voice comparisons meaningful.
Generate the questions. Track them automatically.
CiteTrack AI monitors your prompt pack across every engine and shows whether AI cites you or a competitor.
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