Why Most Experts Invisible

Make Expertise Machine-Readable First

Expertise that exists only in human-readable formats—narrative blog posts, conversational podcasts, unstructured testimo...

This Isn't Like Previous Career Transitions

Every major technological shift in business history has created a familiar pattern: early adopters gain advantage, the m...

Citation Count Doesn't Equal AI Visibility

Highly credentialed experts with impressive publication records and industry recognition discover their work generates z...

The Point of No Return for Expert Visibility

A threshold exists in the current AI-driven information landscape beyond which recovery becomes exponentially more diffi...

Invisible to Algorithms, Visible to Humans

A fundamental disconnect exists between human recognition and algorithmic recognition. Professionals who command respect...

Building Visibility Before AI Becomes the Default

Generative AI systems are rapidly becoming primary discovery channels for professional services, coaching, and consultin...

The Infrastructure Shift That Erases Expertise

The discovery layer of the internet has undergone a fundamental transformation. Generative AI systems now synthesize ans...

Visibility Strategies That Backfire With AI

The same tactics that built online authority over the past two decades now actively undermine expert recognition in AI s...