Customer problem
Fluent answers can hide weak evidence.
For consequential questions, people need more than a conclusion. They need to understand what was examined, what the evidence can support, where sources disagree, and when a system should stop short of a confident answer.
Product insight
Trust is not a confidence score alone. It is the ability to inspect the work that led to a recommendation.