Most AI visibility analysis starts from the brand and works down. Consumers search from a location, with context, in a particular model with ever-improving memory. This mismatch is creating immense confusion.

Data and results from two original Yext Research studies provide clarity on where to focus. We will explore an Elo chess ranking analysis of 21.6 million local search results and a citation analysis of 17.2 million AI citations across four major models.

How a chess rating system from 1960 measures sustained search performance, and why synchronized data gains +6.20 Google rank positions in the most competitive markets.

What 17.2 million citations reveal about which data sources you control, which you don't, and how that mix shifts by model, industry, and location.

Why analyzing AI visibility from the brand down instead of the location up means misreading the entire customer journey.