TLDR Tech / Design
Designing Quality Signals When AI Makes Everything Look Credible
An ed-tech monetization leader found that generative AI broke the link between content looking credible and actually being credible, undermining paid Q&A answers. Rebuilding trust required a system of four signals: transparent, high-quality sources like textbooks; visible expert validation with names and credentials; confidence communication through evidence sections and competitor comparisons; and social proof, with these same signals applying across search, documentation, publishing, and customer support.
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