From Enterprise Engineering to AI Consultant: What Transferred
How years in large product orgs shaped consulting craft — ownership, quality bars, and when to cut scope for AI delivery.
Enterprise mobile work taught systems thinking: crash-free rates, release trains, and designing for teams you will never meet. Consulting taught ruthlessness about scope.
Roles across large product organizations built instincts for Clean Architecture, MVVM, and shipping through App Store review without drama.
Independent AI consulting flips the constraint. There is no committee — every trade-off is yours. The transferable skill is ownership: clarify the problem, implement, evaluate, release, listen.
I still write for maintainability. Solo delivery does not mean disposable code. The difference is cutting ceremony that does not protect the user experience.
If you are mid-career and curious about AI consulting: keep your craft sharp on production systems first, then apply the same quality bar to LLM features with a smaller blast radius.