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The functions
Structure analysis
Reads the site the way a model reads it: heading hierarchy, structured data, clarity of the offer, information buried in images. Flags what is unreadable or ambiguous.
Question simulation
Reconstructs the choice questions people actually ask in your industry and puts them to answering systems, recording whether and how you are named.
Competitor comparison
On the same questions, who is cited before you and why. Comparison is what makes the data useful: on its own, a score says nothing.
Actionable guidance
Not a list of problems, but what to write and where. Ready-to-use text and applicable fixes, so the work does not stay on paper.
Monitoring
The same questions are repeated over time: you look at the trend, not the single answer, which can change from one day to the next.
What it does not do
Worth saying, because this market promises a lot. The software does not write your site for you, does not guarantee a position — nobody can, answers are not controllable from outside — and does not work with two direct competitors in the same industry and area.
Software that measures, not an agency that promises.
Every intervention has a before and an after, on the same questions.
Frequently asked questions
Does the software change my site by itself?
No. It produces guidance and ready-to-use text; applying it stays your decision, on your site. That is deliberate: an automatic change on a production site is a risk not worth the time saved.
Which AI systems are used for verification?
The ones people use to decide — including ChatGPT, Gemini, Perplexity and Claude. The list changes over time, because what people use changes.
How often is the data updated?
Questions are repeated periodically, so you can read a trend. An isolated answer is not data: it can change from one day to the next without anything changing on the site.
Do I need a developer to use it?
Not to read the report. Applying some fixes needs someone who works on the site, and the guidance is written so they can do it without interpretation.
Find out how your brand appears in AI answers today. The analysis takes about ten minutes.