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.
24Buyer guides
A staged counterattack for the moment you keep watching ChatGPT and Perplexity recommend a rival by name while you never come up.
22Buyer guides
A real evaluation rubric for buyers who want to know how ChatGPT, Claude, Gemini, and Perplexity see their brand, plus a scorecard you can apply to any vendor.
23Buyer guides
A timed, do-it-yourself pass that gives you a real read on whether ChatGPT, Claude, Gemini, and Perplexity name your brand, and points at the exact stage where you are losing.
Run a free scan across real buyer questions, then use the field library to decide what to fix first.
Run the free scan ↗