SoV

Why the same brand scores differently in every AI visibility tool, split into four layers (engine variance, collection design, metric definition, aggregation), with a side-by-side table of the published formulas from Profound, Peec AI, and Ahrefs, sample-size confidence interval thresholds, and a six-step verification procedure.

A step-by-step guide to the core GEO KPIs: citation rate, AI Share of Voice, and prompt monitoring. Covers the arXiv-grounded statistical framework, brand-scale benchmarks, and a side-by-side comparison of domestic and global measurement tools for quantifying AI search visibility.