AI가시성

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.

The IAB's August 2026 AI visibility measurement standard defines Four Ps: Presence, Prominence, Portrayal, and Persuasion, along with two data quality tiers and vendor disclosure requirements. This page covers the full framework, an industry concentration breakdown, a tool comparison, and a brand execution roadmap.

88% of AI-cited URLs rank outside Google's top 10. Ahrefs, 5WPR, and AIBIX data reveal the structure and scale of the gap between SEO market share and AI search visibility.

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.