Would you trust an 82% confidence score — or does it need to...
Soujanya Vijayprakash
Would you trust an 82% confidence score — or does it need to be 90%+?
Dark mode or light mode — which feels more authoritative to you?
Designing for Truth: Authenticity Assessment UI 🛡️
Exploring how an authenticity assessment UI can communicate risk without overwhelming users.
As AI-generated media becomes harder to detect, design needs to shift from consumption-first to credibility-first.
This concept explores nuanced risk signaling, transparent confidence scores, and modular alerts.
Sharing more risk-level variations and trust report states soon — feedback welcome in the meantime 😊
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Posted Jan 28, 2026
Would you trust an 82% confidence score — or does it need to be 90%+? Dark mode or light mode — which feels more authoritative to you? Designing for Truth: A...
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