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
4 matching papers
10Contrarian theses
'AI SEO' Is Optimizing the Wrong Layer
Most GEO advice tunes the content that gets cited. The harder question is whether your page was ever in the room when the model chose.
12Contrarian theses
Your "AI Rank" Is a Vanity Metric
A single number pulled from one run of a stochastic system is a screenshot, not a measurement. Here is what to track instead.
11Contrarian theses
Stop Tracking Keywords. Start Tracking Prompts.
The keyword was a unit built for a search box that no longer exists. Here is what replaces it.
13Contrarian theses
Schema Markup Won't Save You: What Structured Data Does and Doesn't Do for LLMs
Schema.org markup earns its place for entity clarity and search eligibility. It is not the citation lever the AI-visibility pitch decks say it is.
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