01
Trace every number
Every number traces to a primary source or a stated method.
01
The AI-visibility
research desk.
Shareof.ai research desk · Vol. 01 · Jul—Aug 2026The AI-Visibility
The AI-Visibility
Content Engine.
Original frameworks, technical field notes, and reproducible methods for understanding how AI systems retrieve, cite, and recommend brands.
02
Connect every framework
Every framework links to the evidence and the next practical step.
03
Separate the evidence
Every study separates observations, inference, and limitations.
Research archive
3 matching papers
14Core frameworks
Share of Voice vs Share of Model vs Share of Retrieval
Three metrics get thrown around as if they were the same number. They measure different stages of the same process, and confusing them is why so many AI-visibility dashboards feel busy but tell you nothing.
15Core frameworks
The AI Visibility Funnel: A Diagnostic for Where You're Losing Citations
Four stages sit between your page and a named mention in an AI answer. Find the one that is failing before you spend a week fixing the wrong layer.
16Core frameworks
Map Your Citation Surface: Every Page Where AI Can Find You
Most of the time an AI names your brand, it read that name on someone else's page. Here is how to find and fix every one of those pages.
See which part of the visibility funnel is losing your brand.
Run a free scan across real buyer questions, then use the field library to decide what to fix first.
Run the free scan ↗