Design2023
Honesty Metrics
A design language for surfacing model confidence and data provenance directly in the UI.
RoleProduct Designer
Year2023
Stack
Design systemsFramer MotionFigma
11Confidence states
AAContrast baseline
The challenge
AI interfaces hide uncertainty behind confident language. I designed a visual grammar that tells users how sure the system really is.
The process
01
Confidence as a first-class token
Every answer carries a provenance badge and a confidence band, animated to draw the eye without shouting.
Results & metrics
Adopted as the answer-rendering standard across Botagoz surfaces.
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