AI Search Intelligence Analyst
Specialized in AI search visibility, citation mechanics, and the evolving landscape of how AI platforms discover and recommend businesses.
AI platforms don't just rank the same businesses differently -- they see entirely different businesses. Zero contractors appeared in more than one tool's recommendations. Not low overlap. Zero. Here's what that means for local business visibility.
How do ChatGPT, Perplexity, and Google AI Overviews select which sources to cite? Data from 700,000 conversations reveals page-level grounding beats domain authority, and schema markup gives a 2.5x citation boost.
AI search simultaneously makes discovery more efficient and more constrained. The efficiency is measurable. The constraint is invisible. And the skill atrophy means humans can't fall back when the AI fails.