Productivity is too small a goal

For the first stretch of the AI era, the promise was productivity. Write faster, research faster, get more done in a day — become a more valuable person for yourself and the people around you. I taught it that way too, and it was true. It's just no longer the point.

Productivity is too small a goal. We have never been in an era where the win is simply producing more. The win now is transforming the way every job is done — how work gets assigned, executed, evaluated, remembered, and repeated.

Those two questions produce completely different companies. The first one gives you the same business with shorter to-do lists. The second one changes what the business is able to attempt. And there's a warning attached that I say plainly in every session: if the work does not transform, the role becomes irrelevant faster than anyone expects.

The five phases

I map this evolution in five phases, because people need to locate themselves before they can move.

1. Prompt — learn to ask a better question. This is where everyone starts, and where most people are still standing.
2. Context — feed the machine the right knowledge, so it works from your reality instead of a generic one.
3. Harness — connect the tools and systems, so the AI can touch the software your business actually runs on.
4. Improve — set a standard and loop until the standard is met, instead of accepting the first draft of anything.
5. Operating systems — rebuild how each part of the organization runs, department by department, with AI inside the process rather than beside it.

Phases four and five are where I live now, and where I'm pushing my own companies — requiring that every team transform how its work gets done, not just speed it up. That's also where the anxiety melts, because you stop competing with the machine and start conducting it.

Operator to architect

The human role is changing from operator to architect. The AI is not the architect — you are. Superintelligence still needs direction, and the value of the human is deciding what matters, what good looks like, when to stop, and what should be remembered.

So here's the exercise I give every room I teach: take one activity you do every week and refuse to ask how it could go faster. Ask instead what it would look like if it were designed today, from zero, with these tools in the room. Then build that. Do it once and you'll understand the era we're actually in — the one where the ceiling isn't your output. It's your imagination and your standards.