UX/UI Principles
Validate AI-generated designs with 168 research UX principle
AI tools generate UI fast, but how do you know if it's good? After 12+ years in UX, I compiled 168 research-backed principles so anyone building with AI can validate their designs—not just guess.
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Launch Intel predictions
Analyze your own launch →58%58% predicted probability of success on Product Hunt, based on ML models trained on real launch data.
best fitHighest predicted score across all platforms for this description.
50%50% predicted probability of success on Hacker News, based on ML models trained on real launch data.
46%46% predicted probability of success on TrustMRR, based on ML models trained on real launch data.
40%40% predicted probability of success on AppSumo, based on ML models trained on real launch data.
39%39% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.
nativeThis product was originally launched on this platform.
22%22% predicted probability of success on Acquire.com, based on ML models trained on real launch data.
12%12% predicted probability of success on BetaList, based on ML models trained on real launch data.
Incorrect prediction on native model
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