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
01Pillar research
How AI Models Actually Choose Which Brands to Cite
A technical teardown of the retrieval pipeline, and why the metric you should be tracking sits one step upstream of the one everyone talks about.
02Pillar research
What the Princeton GEO Paper Really Proved (and Where Practitioners Get It Wrong)
Everyone quotes the "+40%" number. Almost nobody read the method that produced it, so the advice built on top of it keeps misfiring.
03Pillar research
How ChatGPT Search Actually Works: The Pipeline Behind Every Answer
A stage-by-stage walkthrough of what happens between your question and the cited answer, and where your content wins or loses at each step.
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