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Everyone's Work is Starting to Look the Same

Everyone's Work is Starting to Look the Same

Design Marie Claire Dean
Design homogenization driven by generative AI is empirically measurable but currently limited to highly constrained tasks like user onboarding.
What: Marie Claire Dean discusses research indicating that AI tools influence UI patterns toward a mean, reducing creative variance in standardized design workflows.
Why it matters: As foundational models and design systems integrate AI suggestions, the industry risks losing unique brand differentiation in favor of algorithmically optimized, yet generic, UX patterns.
Deep dive
  • AI tools tend to suggest the most statistically probable patterns, which often align with established 'best practices.'
  • Research shows the effect is most pronounced in UI tasks with fixed, objective goals.
  • Designers are shifting from creation to curation of AI-generated assets, increasing the likelihood of aesthetic convergence.
  • The pressure to ship quickly using template-heavy AI workflows exacerbates the issue of 'sameness.'
  • Over-reliance on generative outputs may diminish the long-term development of original, brand-specific interaction design.
Original article

AI is homogenizing design output, but peer-reviewed research shows the effect is measurable yet small, strongest in tightly constrained tasks like onboarding flows.

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