If you’ve spent any time trying to make sense of where AI is actually going, not the headlines but the structure underneath all of it, you’ve probably run into Gennaro Cuofano’s work without knowing it was his. He built The Business Engineer (spun off from FourWeekMBA) into a research hub more than 90,000 people follow, and he just launched something new called The AI Supercycle.
I wanted to sit down with him because he maps this stuff for a living, and his read on it is different from almost everyone else’s. His core claim is that we keep comparing AI to the internet when the better comparison is the 1950s, the moment we built the computer for the first time. That one reframe changes where you look for advantage, who you watch, and how far ahead you’re allowed to plan. Watch the full conversation above.
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Outline
(1:10) – From FourWeekMBA to The Business Engineer
(4:34) – Why launch The AI Supercycle now
(8:18) – The semiconductor moment, not the internet
(14:43) – The nine-layer map and why governance sits on top
(17:41) – Spinning hundreds of agents to run a business
(19:45) – Governance, government, and the Palantir layer
(24:01) – Why human conversations beat the AI content flood
(26:35) – The Builder PM and the role that split in two
(31:25) – Orchestrating agents in real disaster response
(38:24) – From SaaS to Agent-as-a-Service
(40:02) – Audience question: what happens to SaaS?
My Takeaways
The semiconductor moment. Gennaro’s whole thesis hangs on a historical analogy, and it’s the thing I keep coming back to. Everyone wants this to be the internet, a 20 or 25 year cycle. He thinks that’s the wrong map. As he put it:
“We’re building the computer. It’s not the web. It’s the 50s, 60s, 70s, when we built the computer for the first time. This is a 30 to 50 year cycle.”
What got me is that most analysts I talk to are afraid to forecast past three years right now, and here’s someone calmly drawing a map for the next three decades.
Governance on top. I told him I loved his nine-layer map of AI, because he does something nobody else does, he puts governance at the very top, above the models, above the chips, above everything. His reason is blunt: the frontier now answers to government, and there’s no getting around it.
“That’s why the governance layer is going to become one of the most important for the top of the frontier. There’s no way out.”
He pointed to Palantir already routing different AI models through everything the government does. If you only read the tech headlines, you miss the layer that actually decides what ships.
The Builder PM. Gennaro’s been a filter between clients and technical teams for years, so this one is lived, not theoretical. Building got easy. Everything around the build, the integration, the deployment, the org politics, got harder. So the product role split. The new version turns a client’s specs into something testable in six months instead of three years, which makes the PM a hybrid of builder and orchestrator. I see the same thing in my World Relief work, where we now run a team of agents for disaster response and a human has to sit at the center coordinating the writers, the researchers, the photographers. You stop being the doer and become the architect.
From SaaS to Agent-as-a-Service. His prediction for the next 18 months is that per-seat, per-human pricing breaks, because your biggest customer stops being a person and becomes a fleet of agents consuming your software millions of times over.
“There will be many SaaS companies worth 100x more, because now with the agents you get a level of consumption you didn’t have before.”
The way I said it back to him: the pie went from being this big to unlimited.
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One Question to Sit With
When everyone has the same frontier models for twenty dollars a month, where does your advantage actually move to? Gennaro’s answer is “down the stack, toward governance and infrastructure,” and I haven’t stopped chewing on it since.
Watch the full conversation above, and then go subscribe to The AI Supercycle. It’s the clearest map of this moment I’ve found.
About Gennaro Cuofano
Gennaro Cuofano is the creator of The Business Engineer, a deep-tech research hub spun off from FourWeekMBA, the business-model-strategy blog he started in 2015 and grew past 90,000 subscribers. A tech executive by day, he writes about the structural shifts reshaping business in the AI era and just launched The AI Supercycle, a newsletter and podcast decoding where the next 30 years are heading. Subscribe at supercycle.ai.
About me
Joel Salinas is an Executive AI Coach for leaders at small and mid-sized businesses and nonprofits. 1:1 coaching, team workshops, and AI strategy work built around amplifying what your team is already good at. Creator of the AI Leadership Triad. He writes Leadership in Change. If you want help thinking through your own AI strategy or online presence, start here.
Written by a human, for humans.
