HOW WE MEASURE
See the evidence behind the update.
A review needs a defined question set, dated observations and a record of changes. Here is the method we propose, not a published market benchmark.
What we record
The exact customer question, target location, assistant and available model or search settings, observation date, answer and visible sources. Named-business checks are kept separate from discovery questions.
What we compare
Whether a business was mentioned, which other businesses appeared, whether its site was linked, whether the facts were accurate and whether the next step worked. We repeat the agreed questions and retain unfavourable observations too.
What the evidence does not establish
A mention is not a customer. An observed answer is not a permanent ranking. A cited source does not prove what caused a recommendation. Enquiry and referral evidence is reported separately, with attribution limitations.
START WITH YOUR FREE REPORT
See how your business
appears in AI answers.
One location or target market. One priority service or product category. Get the evidence and next steps before deciding on paid help.