Methodology

How we measure your AI visibility — with the method in plain sight.

AI never answers the same twice. Any serious measurement has to account for that — here is how we do it.

What we measure

Your visibility percentage: in how many of ~25 real market questions your business appears when we ask the engines. Questions are written the way a real owner or customer asks — native-language, not translations — and stay fixed month to month, because changing them would break the comparison.

How we read

  • Consumer fidelity. We ask the way your customer asks: clean session, no tricks, no specialist prompts.
  • 3 passes per question, per engine. Because AI never answers the same twice. Three reads turn a blurry snapshot into an honest range.
  • Result as a range, never a point. We report “31–36%,” not “34%.” And we only claim movement beyond the previous range — anything else is noise.
Visibility Analysis
31–36%

visibility % (range across passes)

ChatGPTClaudeGeminiPerplexityGoogle

3 reads per question — AI never answers the same twice.

Methodology visible in every report: your market’s real questions, native-language, movement claimed only beyond the range.

Which engines we read

Free read: Google only — its AI Overviews and its organic search. We say it plainly: the free analysis does not read ChatGPT.

Google AI OverviewsGoogle orgánico

Paid reads (Diagnostic and Monthly): the four main engines, plus Google.

ChatGPTClaudeGeminiPerplexityGoogle

3 reads per question, on every engine.

The methodology box travels with every report: what we asked, which engines, how many passes, and where every number comes from.

What we don’t do

We don’t talk rankings or positions — they don’t exist inside AI answers. And we don’t promise AI will recommend you: nobody can guarantee that, and anyone who does is lying to you. We work so AI can find you, know you, and cite you — and we show you the measurement.

Entiende. Arregla. Analiza.

Understand

  • Your human communication and your technical infrastructure — the two readers.

Fix

  • What blocks you, prioritized; pages that answer your market in your voice.

Analyze

  • The full read again — same set, same engines, 3 passes — and the honest delta.
— and it cycles, every month

This is how the visibility line works → AI Search Positioning