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August 11, 2026 9 min read

What a redesign costs you in AI citations

Ahrefs measured 2.38% of the URLs ChatGPT cites returning a 404, against 0.84% for Google. A redesign that changes URLs now costs citations, not just rankings.

What a redesign costs you in AI citations

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What a connected design system does to AI code

What a connected design system does to AI code

Figma ran the same 27 design-to-code tasks with and without its components mapped to real code. The gap says more about design systems than about AI.

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Two thirds of AI pull requests never merge

Two thirds of AI pull requests never merge

AI-written pull requests merge at 32.7% against 84.5% for human ones. The gap is not where the productivity debate says it is.

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