The framing most companies get wrong

There's a pattern I keep seeing in how companies talk about adopting AI. They treat it like upgrading a tool. Swap in the new thing, keep everything else the same, move faster.

That framing misses what actually happens.

What changes when AI enters a workflow

Once AI starts generating code, drafting decisions, or automating steps that humans used to own, four things shift simultaneously.