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Sunday, January 18, 2026

The Intelligence-Dense Enterprise: Why "Scaling" Just Changed Forever

I’ve spent the better part of the last year living inside a paradox. Day and night, I lead enterprise platforms and services for a global firm; in spare time over an year. I’ve been writing Agentic Advantage.


I’ve talked to hundreds of leaders, and I’ve noticed a quiet, mounting anxiety. Everyone knows the world is changing, but few can articulate how.

Then  Sarah Friar dropped  OpenAI's  latest thesis: "A Business That Scales with the Value of Intelligence."

When I read it, I didn't see a technical roadmap. I saw a mirror. It was an external validation of the "Full Scale Reboot" I’ve been shouting from the rooftops about. We are moving away from an era where we measured a company’s "might" by the number of people in its office buildings. We are entering an era where we measure it by the density of its intelligence.

The Death of the "Busy-Work" Moat

For as long as I’ve been in the corporate world, we’ve been addicted to what I call the Strategy Industrial Complex. We built massive hierarchies to manage simple tasks. We hired thousands of people to sit in the "middle," acting as human routers for information. Our "moat" was often just our ability to throw more bodies at a problem than our competitors.

But OpenAI’s move toward "reasoning" models—the o1 and o2 series—changes the math of human effort.

In my book, I talk about the Agentic Advantage. It’s the moment you realize that an AI shouldn't just be a "Copilot" helping you write a better email. It should be an Agent that realizes the email doesn't even need to be written because it has already negotiated the contract, updated the SAP record, and triggered the shipping label.

This Is Personal: The "Full Scale Reboot"

I often think about my twin boys, who are heading off to college soon. The world they are graduating into won't reward them for being "efficient" at routine tasks. The "Value of Intelligence" means that "doing the work" is becoming a commodity. The value is now in directing the work.

To capture this, we need a Full Scale Reboot. You can’t just "add AI" to a broken, 20th-century process and expect 21st-century results. That’s like putting a Ferrari engine in a horse-drawn carriage. The wood will splinter. The wheels will fly off.

A reboot means asking: If I were starting this company today, with agents that can reason and execute, would I still have this department? Would I still have this 12-step approval process? Usually, the answer is a resounding "No."

Decoupling Growth from Grit

We were raised on the idea that growth requires "grit"—more hours, more coffee, more stress. But the economics of intelligence are different.

OpenAI is essentially saying that "Reasoning" is now a utility, like electricity. When you decouple growth from human headcount, you enter the realm of Exponential Results. This isn't just a win for the balance sheet; it’s a win for the human spirit. It allows us to move humans back to the "High-Context" work—the creativity, the empathy, and the complex judgment that no silicon chip can replicate.

The New Moat: EAQ over IQ

As I argue in Agentic Advantage, your "Enterprise Agentic Quotient" (EAQ) is your new North Star. It’s a measure of how much of your routine business logic you have successfully delegated to your agentic layer.

If your competitors are still using the Strategy Industrial Complex to move at the speed of meetings, and you are using an Agentic Squad to move at the speed of light, the race is already over.

A Message to My Fellow Leaders

I know the "Full Scale Reboot" sounds daunting. It’s hard to dismantle the structures we spent our careers building. But the OpenAI announcement makes one thing clear: the window for "wait and see" has slammed shut.

The "Value of Intelligence" isn't found in a software license. It’s found in the courage to let go of the old linear models and embrace the agentic future.

We aren't just changing tools. We are changing the soul of the enterprise.


Why I Wrote the Book Now

I wrote Agentic Advantage because I saw too many brilliant leaders getting lost in the "AI hype" without a map. I wanted to provide a guide for the "Full Scale Reboot"—not for the sake of technology, but for the sake of the people who lead it.

As we approach the launch later this month, I invite you to stop thinking about how AI can help you work and start thinking about how it can help you scale.

The reboot starts now.

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"All views expressed are my personal views are not related in any way to my employer"