Methodology
Visibility metrics and methodology
This methodology explains how GEO Brand Ark System defines and summarizes the main GEO and SEO observations presented to users. Results describe the configured monitoring scope and do not guarantee future rankings, traffic, or inclusion in AI answers.
Methodology · configured scope
Visibility signals in one view
01
GEO observation definitions
Brand mention
A monitored answer names or otherwise identifies the target brand. A mention alone does not imply endorsement or a leading position.
First recommendation
The target brand is the first brand recommended in an answer where a recommendation order can be determined.
Correct brand understanding and deviation
Correct understanding means the answer identifies the intended brand and represents it consistently with the monitored brand facts. A deviation is an observed conflict, material inaccuracy, or unsupported association.
Entity confusion
The answer conflates the target brand with another entity, product, organization, or similarly named subject.
Official website citation
The answer cites or links to the configured official website as a source. Other cited domains are recorded separately.
02
AI visibility
AI visibility is a normalized percentage that summarizes the target brand’s presence and relative position across the configured question set. Higher recommendation positions contribute more than lower positions, a mention without a leading position contributes less, and an answer in which the brand is absent contributes zero.
03
SEO visibility
SEO visibility is a normalized percentage that summarizes organic ranking performance across the configured keyword set. Higher search positions contribute more than lower positions, while keywords outside the measured range or pages that are not indexed contribute zero.
04
Measurement framework
The measurement framework is reviewed as generative AI platforms, search systems, and observation practices evolve. Customer-facing results should identify the applicable methodology version and provide the context needed for interpretation.
05
Interpreting the results
Both measures are scoped summaries. Comparisons are most useful when the brand, market, language, prompts, keywords, platforms, and observation method remain consistent between periods.