AI Capability Fit
The Three AI Operating Models
Each demands different governance, culture and leadership. The common mistake is one rulebook for all three.
Thinking out loud
Written from inside the work
Not thought leadership. Each of these came out of watching the same pattern produce the same failure often enough to be worth writing down.
AI & Work
The Floor
For some roles AI is replacement, not augmentation. Naming that is what makes the rest credible.
Culture
Culture Eats AI for Breakfast
AI gets politely absorbed until it is harmless.
Diagnostic
Measuring the Wrong Things
Most readiness assessments ask the wrong questions and produce a comforting number.
Change
Resistance Is Rational
People are not resisting change. They are responding rationally to their position.
Leadership
The Signal Comes From Above
Adoption stalls because of what leadership did with the first gains.
Next
Pick one thing, and let’s get it moving
Tell us about one decision that keeps getting stuck, and who would need to agree to it. That is enough to start.