Make the shortlist when buyers ask AI which tool to pick

Online buyers describe a job and a constraint: an invoicing app for freelancers, a CRM for a team of five, a shop that ships to Europe. We write those questions from your category and the use cases you name, without your brand in them, so the answer shows whether the AI thinks of you unprompted.

Every question is yours to edit before the scan runs.

Enter your product, your category, and leave the location blank unless you only sell in one market. A domain works as the name: linear.app counts every answer that says “Linear”.

Use the optional details for who it is for and what it does best. That is what separates the questions you should be winning from the ones you were never going to.

You get the products the AI recommended instead, ranked by how often — the rivals you expected, and sometimes one you had not counted as a competitor.

Next to them are the pages it read before answering: comparison articles, review platforms, “best tools” roundups and forum threads. That is where a shortlist gets written, and the report shows which of those pages leave you out.

A comparison page, a new integration, a mention in a roundup — a subscription re-measures every week on ChatGPT, Gemini and Perplexity, so you see whether the work changed what the AI says.

A change is called out only when it beats the noise, and editing a question starts a fresh baseline, so a reworded question never passes for progress.