components and source status
The score consists of K1–K12, but the components are not collected in the same way. K3, K6, K7, and K10 use model answers; K12 can use a technical measurement. Some other components use proxy signals or declared data.
The workspace stores a source status and evidence reference for each component. A proxy value should not be interpreted as a direct observation.
Observed AI Performance and GEO Readiness
The components fall into two groups with different natures. Observed AI Performance measures what models actually do today: whether they mention, cite, and recommend the brand. GEO Readiness assesses whether the brand is prepared for models to do so — content, sources, data, technical accessibility.
Separating the two shows whether the problem is missing foundations, or foundations that exist but have not yet translated into observed results.