Free sample | timing confirmed after review

See what AI says about your category before you spend anything.

We review your request and prepare one relevant observation about your business information or a sampled answer. You see the source, date, collection method and limits. We confirm timing after reviewing the request.

What arrives

One relevant observation. A dated finding you can inspect, with the original source or answer excerpt.
A clear limit. A small preview does not establish frequency, lost customers or the cause of an omission.
A possible next step. Discuss whether a paid audit would be useful. There is no obligation to continue.

The preview helps you assess our work. If the observation reveals no useful defect, we say so. Existing three-question snapshot requests keep their agreed scope.

Request your preview

Six fields and one optional question. About a minute.

Business name Website City What would a customer type or ask to find a business like yours? Their words, not marketing copy. This becomes the question or observation we review. Work email Your name How did you hear about us? Optional Also send me your monthly findings on AI search. Optional, and unrelated to your snapshot.

We email you the snapshot because you asked for it, plus one follow-up if you do not reply, and then we stop. We do not ask for your phone number and we do not sell your details to anyone.

What a small sample tells you

The page labels the engine, date and collection method. API output is not a consumer-app observation. A selected observation cannot establish a reliable rate, lost customers or the cause of an omission.

You receive the snapshot and one follow-up if you do not reply. Existing requests retain the response timing already promised.