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Meri Malena's avatar

Living and thinking about this every day. Notes from the field:

The Centralisation Trap (and Why It's Not Enough)

The instinct to centralise AI is right. It beats handing everyone an enterprise licence and hoping for the best. But centralisation solves the *governance* problem while quietly creating a new one: the people now responsible for AI across the business often know the least about the work being done in the functions they're supposed to serve.

Go-to-market is the clearest example of this. It's historically under-served — by technology, by internal attention, often living in its own silo. A centralised AI team looking at sales and GTM sees a black box. They get nothing useful in. Nothing useful comes out.

The Judgement Problem

To actually rethink the work with AI, you need a rare overlap: subject matter expertise in the function, first-principles thinking, genuine familiarity with AI's actual capabilities, and deep knowledge of how humans work in *that specific organisation*. Miss any one of those and you'll build something that doesn't get adopted, doesn't get used, or doesn't move towards the goal.

This is what your point lands on so cleanly: organisations used to be constrained by labour. Now they're constrained by judgement. The bottleneck has shifted inward.

What This Opens Up

The bigger questions framing is useful here — though first principles might be the more approachable way in for most people. Either way, the implication is the same: AI doesn't just change *how* work gets done. It forces a reckoning with *what the work actually is*.

This Is Still the First Step

It's worth naming that everything above is describing the earliest stage of a much longer transition. When we talk about what AI means for real work, it's easiest — and most honest — to talk about the next step, because anything beyond that, both the technology and the humans using it will have changed in ways we can't yet see clearly.

That's not a limitation of the thinking. It's a limitation of how humans conceptualise change. We anchor to what we're doing right now. The step we can see is the one directly in front of us. That's fine. It's where the work is.

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