Entrepreneur
Contributed column
Stop Chasing AI Search Rankings. Start Defining the Category Instead.
The strategic case for defining the problem, the buying criteria and the measure of success.

Founder of AuthorityTech · Creator of Machine Relations
I coined Machine Relations to explain how brands earn trust in AI search.
PR built the practice of earning trust. AI search changes how that trust reaches people. This is where I write about the connection—and what to do with it.
Why I coined Machine RelationsEntrepreneur
Contributed column
The strategic case for defining the problem, the buying criteria and the measure of success.
Entrepreneur
Contributed column
Why the way AI describes a company belongs in the founder’s view of reputation.
Entrepreneur
Contributed column
A case for measuring what earned media does after the article goes live.
Entrepreneur
Contributed column
Why the shift from human attention to machine-mediated discovery changes the work of public relations.
Yahoo Finance
Company announcement
The public announcement of Machine Relations: its origin, framework and relationship to GEO, AEO, SEO and PR.
AiThority
Company announcement
AiThority’s republication of the Machine Relations framework announcement, distributed by GlobeNewswire.
I coined Machine Relations in 2024 to connect earned authority with AI discovery. Why PR and search belong in one discipline, and what that changes for founders.
PR can improve AI search visibility by creating credible third-party evidence. Here is how earned coverage connects to retrieval, citations and recommendations.
Owning a category definition does not mean owning the buyer journey. How I connect Machine Relations to the questions people ask before they know its name.
How earned authority becomes discovery, citation and recommendation.
The discipline, its origins, and the market moving toward it.
What to build, what to measure, and what the evidence should change.
I built AuthorityTech around results-based earned media. Working inside PR showed me a shift that its existing language did not describe: a placement could earn attention, but its influence increasingly depended on how machines understood and used it.
I named that discipline Machine Relations. AuthorityTech puts it into practice; Machine Relations Research develops the framework and evidence. Here, I write about earning authority, defining categories and the decisions that follow when machines help people choose whom to trust.
More about me