Trace every number
Every number traces to a primary source or a stated method.

The AI-visibility
research desk.
Original frameworks, technical field notes, and reproducible methods for understanding how AI systems retrieve, cite, and recommend brands.
Every number traces to a primary source or a stated method.
Every framework links to the evidence and the next practical step.
Every study separates observations, inference, and limitations.
Measured studies
A first-to-last comparison of visible source domains across repeated AI answers—and why the result is not yet a citation half-life.
Measured studies
A 13,593-citation production study showing where AI answer evidence lives, how ownership was classified, and why one connector was excluded.
Measured studies
A production-data study of 307 repeated prompt-model series and how often exact answers and brand-presence outcomes changed.
Measured studies
A measured four-model study of 60 commercial buyer questions, 12 companies, 45 visibility gaps, and the cost of treating one assistant as the market.
Run a free scan across real buyer questions, then use the field library to decide what to fix first.
Run the free scan ↗