Essays

Developing the AQ Framework

AQ isn't launched fully formed — it's built in public, one essay at a time. Each piece tests part of the framework against a real question.

Why AI Doesn't Create Competitive Advantage — AQ Does

AI is available to every competitor you have. Advantage comes from what you multiply it by.

The Hidden Cost of Low Agentic Quotient

Low AQ doesn't show up on a P&L line item. It shows up as expertise you keep re-learning.

Every Experienced Employee Is an AQ Asset

Reframing experienced hires from expensive labor to source material for organizational capability.

The Five Levels of AQ, Explained

A closer look at what separates an organization at AQ1 from one operating at AQ5.

Layoffs Can Lower Your AQ

Cutting headcount without capturing what leaves with it is a hidden AQ tax.

How to Measure Agentic Quotient

Toward a real scoring model — what an AQ audit would actually look at.

Can Startups Have Higher AQ Than Enterprises?

Size isn't the variable. Discipline about capturing knowledge is.

The Difference Between AI Maturity and Agentic Quotient

One measures tooling. The other measures whether the tooling has anything worth amplifying.

Why Legacy Companies Can Never Be AI-Native — But They Can Build High AQ

You can't retrofit a birth condition. You can build the capability that matters more.