AI can draft specs, summarize user research, and generate roadmap options quickly. What still requires a human is negotiating trade-offs between real stakeholders with competing incentives, and owning the outcome.
Combined with owning accountability for a shipped outcome, this keeps a human in the loop.
O*NET 30.3 occupation tasks plus the ILO 2025 exposure framework. Scores are directional estimates.
Read ILO research →