Search Is Moving From Ranking to Understanding


My research increasingly points toward a broader shift in search. Rankings still matter, but modern search and AI systems are doing more than ordering webpages. They interpret intent, expand queries, retrieve evidence, develop an understanding of entities, and increasingly help users evaluate and choose between options.

I think the optimization challenge is becoming broader as a result: businesses need to be not only found, but understood, trusted, retrieved, cited, selected, and ultimately chosen.

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Research Areas


AI Search & Discovery

How AI systems interpret queries, retrieve information, and generate answers.

Search Systems & Retrieval

Studying algorithms, ranking signals, and how content is evaluated and retrieved.

Entities & Digital Identity

How businesses are discovered and chosen across locations and platforms.

Local & Multi-Location Discovery

How businesses are discovered and chosen across locations and platforms.

Reputation & Trust

How reviews, citations, and content signals influence credibility and decisions.

AI Visibility & Citation Research

What gets cited, why it’s cited, and how to earn visibility in AI-generated responses.

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