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The Sivlo library
Everything Sivlo publishes about how it measures, what it counts, and where the evidence stops — written for the person who has to defend the result internally.
Guides and references
The methodology is the long answer and the guide is the practical one. If you would rather see it against your own market than read about it, take the third.
A practical guide to AI visibility, GEO and measurement limits.
Read the AI visibility guideHow questions are chosen, how a recommendation is counted, what is excluded from a denominator, and how uncertainty is reported rather than rounded away.
Read the methodologyFrom your first company review to reading a single answer, choosing an action and following what happens after you act on it.
Open the product guideA working session against your own category: the competitors, the buying situations, and the questions worth measuring for your business.
Book a demoThe vocabulary
Each one is a counting rule rather than a marketing term, and each means exactly the same thing everywhere it appears in the product.
Still have a question
If something in the method does not hold up against your market, we would rather hear it than have you wonder. Tell us which page you were reading and what did not add up.