October 25, 2025 - Applied AI

Design AI output as a proposal rather than a decision

When AI output resembles a final decision, users can act before checking its assumptions. Design proposals that expose evidence, missing inputs, and alternatives, while preserving a clear boundary between generated advice and authorized business decisions.