When voters ask AI who’s running,
can it find your candidate?

The full study covers 4,198 filed federal candidates and 16,267 government sites. We’re happy to provide the complete data, a specific state or race cut, methodology detail, or comment for a story.

Voters are already asking AI who to trust. We’ll walk you through exactly where your candidate stands and what moves the number most, no pitch. Just reach out.

The score. Each candidate and government site gets one 0-to-10 Engagemii AI Visibility score: a rollup of on-page readability (structure, entity clarity, technical signals AI crawlers use) and off-page authority (news, references, links that carry weight). It reflects how findable and citable a site is to AI answer engines, the same methodology behind our research index of 40 million+ scored brands.

The coverage. The full dataset covers 4,198 filed 2026 federal candidates and 16,267 government sites; 11,032 of the government sites return a live, scoreable page today. The board shows the 1,120 candidates whose campaign website we could independently confirm, so every row is a real, verified match.

Strictly neutral. Both parties are scored by the identical method with no lean in either direction. Democrats average 4.4/10, Republicans 4.3/10, a statistical tie. A score measures whether AI can read a website, nothing about the candidate or their politics. Published under CC BY 4.0.