What we find asking each engine’s own search API the questions buyers actually type — same prompts, same city, and never the business’s name, because naming it manufactures the answer.
Every tool publishes what it measures. Almost none publishes what it misses — which is the half that decides whether the first half means anything.
Your friend asked ChatGPT and you were there. You asked and you were not. Neither of you is wrong — and the disagreement is the most useful thing on the page.
A visibility score is only as good as the questions behind it. Here are ours in full — including the rules that cost us points we could have quietly claimed.
A number you cannot take apart is not a measurement, it is a mood. This one takes apart into seven pillars — ninety points of observation and ten of forecast.
Every share-of-answers chart you have seen is somebody’s guess dressed as data. The number that matters is not the market’s — it is yours.