Business Roles and the AI Split: What to Delegate and What to Own Business roles carry the clearest exposure to the judgment-bound / form-bound split. The client sees the output. Experienced clients can tell within minutes which layer got skipped. It's a different kind of credibility risk

Judgment-Bound vs. Form-Bound: The AI Split You're Not Making Most AI-assisted work produces one of two outcomes: a genuine multiplier, or a cleanup job that takes longer than doing it yourself. The difference isn't the model. The answer isn't the prompt