We ask whether the time AI saves you is actually being spent on strategy or just swallowed by scope creep, as Kai Wong argues that without deliberate structure, those hours vanish into busywork. This tension between effort and evidence is compounded by MeasuringU’s data showing that real-world UX salaries are shrinking for mid-level roles, forcing us to question if we’re validating our work or just assuming it works. We dig into these gaps to help you reclaim your time for deep research and articulate the preventative value of your design decisions.