The AI Change Map
How product work is actually changing: nine boxes, real companies, and the corner nobody has solved. A free research note with a canvas to score your own company.
Everyone I talk to wants a product operating model. The one they are asking for was built on an assumption that just died.
Building got cheap. Discovery does not disappear, it changes shape. And AI lands in every one of these nine boxes, just not at the same speed. Adoption starts bottom-left, because that box needs nobody's permission. Value compounds toward the top-right, and every step up the diagonal needs more of it. That is why it stalls.
Across every source reviewed for this note there is no shipped, named example of a large organization that has redesigned how it decides, funds and owns product work around AI-speed building. That is not a gap in my research. That is the state of 2026.
Bottom-left: one person, one tool, no permission needed. Top-right: how the company decides, funds and owns things. Nearly empty, in the whole industry.
What is in the report
Nine pages. 21 referenced sources, every claim checkable. Company-reported figures are marked as such.
The map
Three levels (individual, team, organization) times three layers (tools, process, operating model). Every hot take you have heard about AI and product work fits in one of the nine boxes.
Box by box, with real names
Spotify, DoorDash, Rippling, Zalando, Cursor, Anthropic, JPMorgan, Unilever and more: what each company actually changed, with the source next to every claim.
The reversals
Klarna cut too deep and rehired. An Australian bank reversed AI-cited job cuts with a public admission. The honest half of the research, and the more instructive one.
The data, and the trap
87.7 % of product organizations use AI coding tools. 36.1 % say their operating model got stronger. Why the bottleneck moves up when your team gets fast.
The self-assessment canvas
Score each box from evidence, find where your colour stops on the diagonal, pick one next box with one named owner. Ten minutes.
Companion to the Jenni Builds video series on AI product management. Every later episode zooms into one box. The thinking behind the map: What most product teams don't see.
Get the report and the self-assessment canvas
Nine pages: the map, real named cases in every box, the reversals that did not survive contact with reality, and a canvas to score your own company in ten minutes. Enter your email and it's yours. No spam, unsubscribe anytime.
Want the map filled in for your own company, with evidence, not opinions?
The AI Opportunity Map & Score is a fixed-scope sprint that does exactly that.