Why search-shaped AI products keep turning into information workbenches
As soon as users try to do more than ask a single question, interface needs change. Sources, comparisons, follow-up actions, export paths, and review surfaces start to matter. That is why answer-box products keep expanding into workbench-style layouts.
The layout shift is not a fad. It is a sign that the task itself has become more layered.